{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "最近看了一下google的<a href=\"https://developers.google.com/machine-learning/crash-course/\">机器学习速成课程</a>,其中有一个预测房价的例子,我觉得挺有意思，我之前也写过一篇预测房价的博客，但是google的这个例子中他们的特征工程做的比较细致，这其中有很多值得学习的地方，所以我想和大家分享一下,只不过这个例子的代码是用tensorflow写的，看起来有点费劲，我想把它简化一下,只用python和sklearn来实现原来的那些特征工程。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据\n",
    "\n",
    "我们可以在这里\n",
    "<a href=\"https://download.mlcc.google.com/mledu-datasets/california_housing_train.csv\">下载</a>美国加州的区域房价数据,我们首先看一下数据的字段:\n",
    "\n",
    "* longitude：经度\n",
    "* latitude ：维度\n",
    "* housing_median_age ：房龄的中位数\n",
    "* total_rooms ： 房间总数\n",
    "* total_bedrooms ：卧室总数\n",
    "* population ： 人口数量\n",
    "* households ： 住户数量\n",
    "* median_income ： 收入的中位数\n",
    "* median_house_value ： 房价的中位数 (目标变量)  \n",
    "\n",
    "这里总共有9个字段，其中median_house_value可以作为我们的目标变量,即需要预测的变量,其余的变量当作特征变量。这里的特别之处在于，这里的特征变量不是某套房子的特征变量，而是房子所在区域(经纬度)的特征变量,我们要根据区域的特征变量来预测该区域房价的中位数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from xgboost import XGBRegressor, plot_importance \n",
    "from sklearn.metrics import r2_score\n",
    "from sklearn.metrics import mean_squared_error\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>housing_median_age</th>\n",
       "      <th>total_rooms</th>\n",
       "      <th>total_bedrooms</th>\n",
       "      <th>population</th>\n",
       "      <th>households</th>\n",
       "      <th>median_income</th>\n",
       "      <th>median_house_value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-114.31</td>\n",
       "      <td>34.19</td>\n",
       "      <td>15.0</td>\n",
       "      <td>5612.0</td>\n",
       "      <td>1283.0</td>\n",
       "      <td>1015.0</td>\n",
       "      <td>472.0</td>\n",
       "      <td>1.4936</td>\n",
       "      <td>66900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-114.47</td>\n",
       "      <td>34.40</td>\n",
       "      <td>19.0</td>\n",
       "      <td>7650.0</td>\n",
       "      <td>1901.0</td>\n",
       "      <td>1129.0</td>\n",
       "      <td>463.0</td>\n",
       "      <td>1.8200</td>\n",
       "      <td>80100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-114.56</td>\n",
       "      <td>33.69</td>\n",
       "      <td>17.0</td>\n",
       "      <td>720.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>333.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>1.6509</td>\n",
       "      <td>85700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-114.57</td>\n",
       "      <td>33.64</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1501.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>515.0</td>\n",
       "      <td>226.0</td>\n",
       "      <td>3.1917</td>\n",
       "      <td>73400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-114.57</td>\n",
       "      <td>33.57</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1454.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>624.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>1.9250</td>\n",
       "      <td>65500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-114.58</td>\n",
       "      <td>33.63</td>\n",
       "      <td>29.0</td>\n",
       "      <td>1387.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>239.0</td>\n",
       "      <td>3.3438</td>\n",
       "      <td>74000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-114.58</td>\n",
       "      <td>33.61</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2907.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>1841.0</td>\n",
       "      <td>633.0</td>\n",
       "      <td>2.6768</td>\n",
       "      <td>82400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-114.59</td>\n",
       "      <td>34.83</td>\n",
       "      <td>41.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>375.0</td>\n",
       "      <td>158.0</td>\n",
       "      <td>1.7083</td>\n",
       "      <td>48500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-114.59</td>\n",
       "      <td>33.61</td>\n",
       "      <td>34.0</td>\n",
       "      <td>4789.0</td>\n",
       "      <td>1175.0</td>\n",
       "      <td>3134.0</td>\n",
       "      <td>1056.0</td>\n",
       "      <td>2.1782</td>\n",
       "      <td>58400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>-114.60</td>\n",
       "      <td>34.83</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1497.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>787.0</td>\n",
       "      <td>271.0</td>\n",
       "      <td>2.1908</td>\n",
       "      <td>48100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-114.60</td>\n",
       "      <td>33.62</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3741.0</td>\n",
       "      <td>801.0</td>\n",
       "      <td>2434.0</td>\n",
       "      <td>824.0</td>\n",
       "      <td>2.6797</td>\n",
       "      <td>86500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>-114.60</td>\n",
       "      <td>33.60</td>\n",
       "      <td>21.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>1182.0</td>\n",
       "      <td>437.0</td>\n",
       "      <td>1.6250</td>\n",
       "      <td>62000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>-114.61</td>\n",
       "      <td>34.84</td>\n",
       "      <td>48.0</td>\n",
       "      <td>1291.0</td>\n",
       "      <td>248.0</td>\n",
       "      <td>580.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>2.1571</td>\n",
       "      <td>48600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-114.61</td>\n",
       "      <td>34.83</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2478.0</td>\n",
       "      <td>464.0</td>\n",
       "      <td>1346.0</td>\n",
       "      <td>479.0</td>\n",
       "      <td>3.2120</td>\n",
       "      <td>70400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-114.63</td>\n",
       "      <td>32.76</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1448.0</td>\n",
       "      <td>378.0</td>\n",
       "      <td>949.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>0.8585</td>\n",
       "      <td>45000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>-114.65</td>\n",
       "      <td>34.89</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2556.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>1005.0</td>\n",
       "      <td>401.0</td>\n",
       "      <td>1.6991</td>\n",
       "      <td>69100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-114.65</td>\n",
       "      <td>33.60</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1678.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>666.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>2.9653</td>\n",
       "      <td>94900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-114.65</td>\n",
       "      <td>32.79</td>\n",
       "      <td>21.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.8571</td>\n",
       "      <td>25000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>-114.66</td>\n",
       "      <td>32.74</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1388.0</td>\n",
       "      <td>386.0</td>\n",
       "      <td>775.0</td>\n",
       "      <td>320.0</td>\n",
       "      <td>1.2049</td>\n",
       "      <td>44000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>-114.67</td>\n",
       "      <td>33.92</td>\n",
       "      <td>17.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.2656</td>\n",
       "      <td>27500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>-114.68</td>\n",
       "      <td>33.49</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1491.0</td>\n",
       "      <td>360.0</td>\n",
       "      <td>1135.0</td>\n",
       "      <td>303.0</td>\n",
       "      <td>1.6395</td>\n",
       "      <td>44400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-114.73</td>\n",
       "      <td>33.43</td>\n",
       "      <td>24.0</td>\n",
       "      <td>796.0</td>\n",
       "      <td>243.0</td>\n",
       "      <td>227.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>0.8964</td>\n",
       "      <td>59200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-114.94</td>\n",
       "      <td>34.55</td>\n",
       "      <td>20.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>119.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1.6250</td>\n",
       "      <td>50000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-114.98</td>\n",
       "      <td>33.82</td>\n",
       "      <td>15.0</td>\n",
       "      <td>644.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>137.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>3.2097</td>\n",
       "      <td>71300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-115.22</td>\n",
       "      <td>33.54</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1706.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>3424.0</td>\n",
       "      <td>283.0</td>\n",
       "      <td>1.6250</td>\n",
       "      <td>53500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-115.32</td>\n",
       "      <td>32.82</td>\n",
       "      <td>34.0</td>\n",
       "      <td>591.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>3.6528</td>\n",
       "      <td>100000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-115.37</td>\n",
       "      <td>32.82</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1602.0</td>\n",
       "      <td>322.0</td>\n",
       "      <td>1130.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>3.5735</td>\n",
       "      <td>71100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-115.37</td>\n",
       "      <td>32.82</td>\n",
       "      <td>14.0</td>\n",
       "      <td>1276.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>867.0</td>\n",
       "      <td>261.0</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>80900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>-115.37</td>\n",
       "      <td>32.81</td>\n",
       "      <td>32.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>623.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>1.7604</td>\n",
       "      <td>68600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-115.37</td>\n",
       "      <td>32.81</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1458.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>866.0</td>\n",
       "      <td>275.0</td>\n",
       "      <td>2.3594</td>\n",
       "      <td>74300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16970</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.80</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>891.0</td>\n",
       "      <td>367.0</td>\n",
       "      <td>1.5850</td>\n",
       "      <td>75500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16971</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.80</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1557.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>1.8529</td>\n",
       "      <td>62500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16972</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.79</td>\n",
       "      <td>43.0</td>\n",
       "      <td>2285.0</td>\n",
       "      <td>479.0</td>\n",
       "      <td>1169.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>1.9688</td>\n",
       "      <td>70500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16973</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.78</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1606.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>731.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1.6369</td>\n",
       "      <td>68300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16974</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.77</td>\n",
       "      <td>30.0</td>\n",
       "      <td>1895.0</td>\n",
       "      <td>366.0</td>\n",
       "      <td>990.0</td>\n",
       "      <td>359.0</td>\n",
       "      <td>2.2227</td>\n",
       "      <td>81300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16975</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.76</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1776.0</td>\n",
       "      <td>361.0</td>\n",
       "      <td>992.0</td>\n",
       "      <td>380.0</td>\n",
       "      <td>2.8056</td>\n",
       "      <td>82800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16976</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.75</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2171.0</td>\n",
       "      <td>339.0</td>\n",
       "      <td>951.0</td>\n",
       "      <td>353.0</td>\n",
       "      <td>4.8516</td>\n",
       "      <td>116100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16977</th>\n",
       "      <td>-124.17</td>\n",
       "      <td>40.62</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1595.0</td>\n",
       "      <td>309.0</td>\n",
       "      <td>706.0</td>\n",
       "      <td>277.0</td>\n",
       "      <td>2.8958</td>\n",
       "      <td>86400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16978</th>\n",
       "      <td>-124.18</td>\n",
       "      <td>40.79</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1836.0</td>\n",
       "      <td>352.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>337.0</td>\n",
       "      <td>1.7450</td>\n",
       "      <td>70500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16979</th>\n",
       "      <td>-124.18</td>\n",
       "      <td>40.78</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1453.0</td>\n",
       "      <td>293.0</td>\n",
       "      <td>867.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>2.5536</td>\n",
       "      <td>70200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16980</th>\n",
       "      <td>-124.18</td>\n",
       "      <td>40.78</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1592.0</td>\n",
       "      <td>364.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>317.0</td>\n",
       "      <td>2.1607</td>\n",
       "      <td>67000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16981</th>\n",
       "      <td>-124.18</td>\n",
       "      <td>40.78</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>222.0</td>\n",
       "      <td>656.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>2.5096</td>\n",
       "      <td>72200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16982</th>\n",
       "      <td>-124.18</td>\n",
       "      <td>40.62</td>\n",
       "      <td>35.0</td>\n",
       "      <td>952.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>480.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>3.0536</td>\n",
       "      <td>107000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16983</th>\n",
       "      <td>-124.19</td>\n",
       "      <td>41.78</td>\n",
       "      <td>15.0</td>\n",
       "      <td>3140.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>1645.0</td>\n",
       "      <td>640.0</td>\n",
       "      <td>1.6654</td>\n",
       "      <td>74600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16984</th>\n",
       "      <td>-124.19</td>\n",
       "      <td>40.78</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1371.0</td>\n",
       "      <td>319.0</td>\n",
       "      <td>640.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>1.8242</td>\n",
       "      <td>70000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16985</th>\n",
       "      <td>-124.19</td>\n",
       "      <td>40.77</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2975.0</td>\n",
       "      <td>634.0</td>\n",
       "      <td>1367.0</td>\n",
       "      <td>583.0</td>\n",
       "      <td>2.4420</td>\n",
       "      <td>69000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16986</th>\n",
       "      <td>-124.19</td>\n",
       "      <td>40.73</td>\n",
       "      <td>21.0</td>\n",
       "      <td>5694.0</td>\n",
       "      <td>1056.0</td>\n",
       "      <td>2907.0</td>\n",
       "      <td>972.0</td>\n",
       "      <td>3.5363</td>\n",
       "      <td>90100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16987</th>\n",
       "      <td>-124.21</td>\n",
       "      <td>41.77</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3461.0</td>\n",
       "      <td>722.0</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>647.0</td>\n",
       "      <td>2.5795</td>\n",
       "      <td>68400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16988</th>\n",
       "      <td>-124.21</td>\n",
       "      <td>41.75</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3810.0</td>\n",
       "      <td>787.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>721.0</td>\n",
       "      <td>2.0074</td>\n",
       "      <td>66900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16989</th>\n",
       "      <td>-124.21</td>\n",
       "      <td>40.75</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1218.0</td>\n",
       "      <td>331.0</td>\n",
       "      <td>620.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>1.6528</td>\n",
       "      <td>58100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16990</th>\n",
       "      <td>-124.22</td>\n",
       "      <td>41.73</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3003.0</td>\n",
       "      <td>699.0</td>\n",
       "      <td>1530.0</td>\n",
       "      <td>653.0</td>\n",
       "      <td>1.7038</td>\n",
       "      <td>78300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16991</th>\n",
       "      <td>-124.23</td>\n",
       "      <td>41.75</td>\n",
       "      <td>11.0</td>\n",
       "      <td>3159.0</td>\n",
       "      <td>616.0</td>\n",
       "      <td>1343.0</td>\n",
       "      <td>479.0</td>\n",
       "      <td>2.4805</td>\n",
       "      <td>73200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16992</th>\n",
       "      <td>-124.23</td>\n",
       "      <td>40.81</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>209.0</td>\n",
       "      <td>544.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>3.3462</td>\n",
       "      <td>50800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16993</th>\n",
       "      <td>-124.23</td>\n",
       "      <td>40.54</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2694.0</td>\n",
       "      <td>453.0</td>\n",
       "      <td>1152.0</td>\n",
       "      <td>435.0</td>\n",
       "      <td>3.0806</td>\n",
       "      <td>106700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16994</th>\n",
       "      <td>-124.25</td>\n",
       "      <td>40.28</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>434.0</td>\n",
       "      <td>187.0</td>\n",
       "      <td>1.9417</td>\n",
       "      <td>76100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16995</th>\n",
       "      <td>-124.26</td>\n",
       "      <td>40.58</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2217.0</td>\n",
       "      <td>394.0</td>\n",
       "      <td>907.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>2.3571</td>\n",
       "      <td>111400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16996</th>\n",
       "      <td>-124.27</td>\n",
       "      <td>40.69</td>\n",
       "      <td>36.0</td>\n",
       "      <td>2349.0</td>\n",
       "      <td>528.0</td>\n",
       "      <td>1194.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>2.5179</td>\n",
       "      <td>79000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16997</th>\n",
       "      <td>-124.30</td>\n",
       "      <td>41.84</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2677.0</td>\n",
       "      <td>531.0</td>\n",
       "      <td>1244.0</td>\n",
       "      <td>456.0</td>\n",
       "      <td>3.0313</td>\n",
       "      <td>103600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16998</th>\n",
       "      <td>-124.30</td>\n",
       "      <td>41.80</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2672.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>1298.0</td>\n",
       "      <td>478.0</td>\n",
       "      <td>1.9797</td>\n",
       "      <td>85800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16999</th>\n",
       "      <td>-124.35</td>\n",
       "      <td>40.54</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1820.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>806.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>3.0147</td>\n",
       "      <td>94600.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>17000 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       longitude  latitude  housing_median_age  total_rooms  total_bedrooms  \\\n",
       "0        -114.31     34.19                15.0       5612.0          1283.0   \n",
       "1        -114.47     34.40                19.0       7650.0          1901.0   \n",
       "2        -114.56     33.69                17.0        720.0           174.0   \n",
       "3        -114.57     33.64                14.0       1501.0           337.0   \n",
       "4        -114.57     33.57                20.0       1454.0           326.0   \n",
       "5        -114.58     33.63                29.0       1387.0           236.0   \n",
       "6        -114.58     33.61                25.0       2907.0           680.0   \n",
       "7        -114.59     34.83                41.0        812.0           168.0   \n",
       "8        -114.59     33.61                34.0       4789.0          1175.0   \n",
       "9        -114.60     34.83                46.0       1497.0           309.0   \n",
       "10       -114.60     33.62                16.0       3741.0           801.0   \n",
       "11       -114.60     33.60                21.0       1988.0           483.0   \n",
       "12       -114.61     34.84                48.0       1291.0           248.0   \n",
       "13       -114.61     34.83                31.0       2478.0           464.0   \n",
       "14       -114.63     32.76                15.0       1448.0           378.0   \n",
       "15       -114.65     34.89                17.0       2556.0           587.0   \n",
       "16       -114.65     33.60                28.0       1678.0           322.0   \n",
       "17       -114.65     32.79                21.0         44.0            33.0   \n",
       "18       -114.66     32.74                17.0       1388.0           386.0   \n",
       "19       -114.67     33.92                17.0         97.0            24.0   \n",
       "20       -114.68     33.49                20.0       1491.0           360.0   \n",
       "21       -114.73     33.43                24.0        796.0           243.0   \n",
       "22       -114.94     34.55                20.0        350.0            95.0   \n",
       "23       -114.98     33.82                15.0        644.0           129.0   \n",
       "24       -115.22     33.54                18.0       1706.0           397.0   \n",
       "25       -115.32     32.82                34.0        591.0           139.0   \n",
       "26       -115.37     32.82                30.0       1602.0           322.0   \n",
       "27       -115.37     32.82                14.0       1276.0           270.0   \n",
       "28       -115.37     32.81                32.0        741.0           191.0   \n",
       "29       -115.37     32.81                23.0       1458.0           294.0   \n",
       "...          ...       ...                 ...          ...             ...   \n",
       "16970    -124.17     40.80                52.0       1606.0           419.0   \n",
       "16971    -124.17     40.80                52.0       1557.0           344.0   \n",
       "16972    -124.17     40.79                43.0       2285.0           479.0   \n",
       "16973    -124.17     40.78                39.0       1606.0           330.0   \n",
       "16974    -124.17     40.77                30.0       1895.0           366.0   \n",
       "16975    -124.17     40.76                26.0       1776.0           361.0   \n",
       "16976    -124.17     40.75                13.0       2171.0           339.0   \n",
       "16977    -124.17     40.62                32.0       1595.0           309.0   \n",
       "16978    -124.18     40.79                39.0       1836.0           352.0   \n",
       "16979    -124.18     40.78                37.0       1453.0           293.0   \n",
       "16980    -124.18     40.78                34.0       1592.0           364.0   \n",
       "16981    -124.18     40.78                33.0       1076.0           222.0   \n",
       "16982    -124.18     40.62                35.0        952.0           178.0   \n",
       "16983    -124.19     41.78                15.0       3140.0           714.0   \n",
       "16984    -124.19     40.78                37.0       1371.0           319.0   \n",
       "16985    -124.19     40.77                30.0       2975.0           634.0   \n",
       "16986    -124.19     40.73                21.0       5694.0          1056.0   \n",
       "16987    -124.21     41.77                17.0       3461.0           722.0   \n",
       "16988    -124.21     41.75                20.0       3810.0           787.0   \n",
       "16989    -124.21     40.75                32.0       1218.0           331.0   \n",
       "16990    -124.22     41.73                28.0       3003.0           699.0   \n",
       "16991    -124.23     41.75                11.0       3159.0           616.0   \n",
       "16992    -124.23     40.81                52.0       1112.0           209.0   \n",
       "16993    -124.23     40.54                52.0       2694.0           453.0   \n",
       "16994    -124.25     40.28                32.0       1430.0           419.0   \n",
       "16995    -124.26     40.58                52.0       2217.0           394.0   \n",
       "16996    -124.27     40.69                36.0       2349.0           528.0   \n",
       "16997    -124.30     41.84                17.0       2677.0           531.0   \n",
       "16998    -124.30     41.80                19.0       2672.0           552.0   \n",
       "16999    -124.35     40.54                52.0       1820.0           300.0   \n",
       "\n",
       "       population  households  median_income  median_house_value  \n",
       "0          1015.0       472.0         1.4936             66900.0  \n",
       "1          1129.0       463.0         1.8200             80100.0  \n",
       "2           333.0       117.0         1.6509             85700.0  \n",
       "3           515.0       226.0         3.1917             73400.0  \n",
       "4           624.0       262.0         1.9250             65500.0  \n",
       "5           671.0       239.0         3.3438             74000.0  \n",
       "6          1841.0       633.0         2.6768             82400.0  \n",
       "7           375.0       158.0         1.7083             48500.0  \n",
       "8          3134.0      1056.0         2.1782             58400.0  \n",
       "9           787.0       271.0         2.1908             48100.0  \n",
       "10         2434.0       824.0         2.6797             86500.0  \n",
       "11         1182.0       437.0         1.6250             62000.0  \n",
       "12          580.0       211.0         2.1571             48600.0  \n",
       "13         1346.0       479.0         3.2120             70400.0  \n",
       "14          949.0       300.0         0.8585             45000.0  \n",
       "15         1005.0       401.0         1.6991             69100.0  \n",
       "16          666.0       256.0         2.9653             94900.0  \n",
       "17           64.0        27.0         0.8571             25000.0  \n",
       "18          775.0       320.0         1.2049             44000.0  \n",
       "19           29.0        15.0         1.2656             27500.0  \n",
       "20         1135.0       303.0         1.6395             44400.0  \n",
       "21          227.0       139.0         0.8964             59200.0  \n",
       "22          119.0        58.0         1.6250             50000.0  \n",
       "23          137.0        52.0         3.2097             71300.0  \n",
       "24         3424.0       283.0         1.6250             53500.0  \n",
       "25          327.0        89.0         3.6528            100000.0  \n",
       "26         1130.0       335.0         3.5735             71100.0  \n",
       "27          867.0       261.0         1.9375             80900.0  \n",
       "28          623.0       169.0         1.7604             68600.0  \n",
       "29          866.0       275.0         2.3594             74300.0  \n",
       "...           ...         ...            ...                 ...  \n",
       "16970       891.0       367.0         1.5850             75500.0  \n",
       "16971       758.0       319.0         1.8529             62500.0  \n",
       "16972      1169.0       482.0         1.9688             70500.0  \n",
       "16973       731.0       327.0         1.6369             68300.0  \n",
       "16974       990.0       359.0         2.2227             81300.0  \n",
       "16975       992.0       380.0         2.8056             82800.0  \n",
       "16976       951.0       353.0         4.8516            116100.0  \n",
       "16977       706.0       277.0         2.8958             86400.0  \n",
       "16978       883.0       337.0         1.7450             70500.0  \n",
       "16979       867.0       310.0         2.5536             70200.0  \n",
       "16980       950.0       317.0         2.1607             67000.0  \n",
       "16981       656.0       236.0         2.5096             72200.0  \n",
       "16982       480.0       179.0         3.0536            107000.0  \n",
       "16983      1645.0       640.0         1.6654             74600.0  \n",
       "16984       640.0       260.0         1.8242             70000.0  \n",
       "16985      1367.0       583.0         2.4420             69000.0  \n",
       "16986      2907.0       972.0         3.5363             90100.0  \n",
       "16987      1947.0       647.0         2.5795             68400.0  \n",
       "16988      1993.0       721.0         2.0074             66900.0  \n",
       "16989       620.0       268.0         1.6528             58100.0  \n",
       "16990      1530.0       653.0         1.7038             78300.0  \n",
       "16991      1343.0       479.0         2.4805             73200.0  \n",
       "16992       544.0       172.0         3.3462             50800.0  \n",
       "16993      1152.0       435.0         3.0806            106700.0  \n",
       "16994       434.0       187.0         1.9417             76100.0  \n",
       "16995       907.0       369.0         2.3571            111400.0  \n",
       "16996      1194.0       465.0         2.5179             79000.0  \n",
       "16997      1244.0       456.0         3.0313            103600.0  \n",
       "16998      1298.0       478.0         1.9797             85800.0  \n",
       "16999       806.0       270.0         3.0147             94600.0  \n",
       "\n",
       "[17000 rows x 9 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df = pd.read_csv(\"https://download.mlcc.google.com/mledu-datasets/california_housing_train.csv\", sep=\",\")\n",
    "df = pd.read_csv(\"./data/california_housing_train.csv\", sep=\",\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 初步预测\n",
    "\n",
    "我们在没有做特征工程之前，使用原始特征变量对模型(XGBoost)进行训练，并且使用XGBoost的默认参数设置，看一下模型的表现。首先我们创建训练集和测试集,然后进行预测:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df.loc[:, df.columns !=  'median_house_value'] \n",
    "y = df.loc[:, df.columns == 'median_house_value']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n",
    "y_train=y_train/1000\n",
    "y_test=y_test/1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train r2 score:  0.7101865766340139\n",
      "Test r2 score:  0.7784554684523863\n",
      "Train RMSE: 52.5354\n",
      "Test RMSE: 54.1574\n"
     ]
    }
   ],
   "source": [
    "xgb_model1 = XGBRegressor()\n",
    "xgb_model1.fit(X_train, y_train, verbose=False)\n",
    "\n",
    "y_train_pred1 = xgb_model1.predict(X_train)\n",
    "y_pred1 = xgb_model1.predict(X_test)\n",
    "\n",
    "print('Train r2 score: ', r2_score(y_train_pred1, y_train))\n",
    "print('Test r2 score: ', r2_score(y_test, y_pred1))\n",
    "train_mse1 = mean_squared_error(y_train_pred1, y_train)\n",
    "test_mse1 = mean_squared_error(y_pred1, y_test)\n",
    "train_rmse1 = np.sqrt(train_mse1)\n",
    "test_rmse1 = np.sqrt(test_mse1)\n",
    "print('Train RMSE: %.4f' % train_rmse1)\n",
    "print('Test RMSE: %.4f' % test_rmse1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这个结果已经比google课程中使用的tensorflow的模型表现要好很多，课程中的的模型做了特征工程以后的RMSE为79.03"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xb3e4160>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 7))\n",
    "plt.grid()\n",
    "plt.ylabel(\"y_test\")\n",
    "plt.xlabel(\"y_pred\")\n",
    "plt.scatter(y_pred1, y_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 特征工程\n",
    "\n",
    "我们在做特征工程时需要对所有特征变量进行仔细的研究,有些特征变量可能需要进行组合，有些特征变量需要进行分解，我们可能需要在原有的8个特征变量的基础上再扩展出多个特征变量。不过在此之前我们先要查看一下这些特征变量的数据分布情况,我们主要通过直方图或者柱状图来查看数据的分布情况。\n",
    "\n",
    "首先我们来详细了解一下 latitude 和 longitude 这两个特征。它们是相关城市街区的地理坐标。利用这两个特征可以提供出色的可视化结果 - 我们来绘制 latitude 和 longitude 的曲线图，然后用颜色标注 median_house_value。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YKtwXojX/+NkJLDyuuLLBnQ/Xc+v99Vj5Wa6orfj3L05i6oSDL5d6+LnwZ9E1GeK4muVvpti112HsqMhBryGEEIPpuVUOD7+c7RgDtNY8uTxLxNJcfHrZ4DYOmDUlxneufXdMzviB5js/28WmHQ65/GTe21tzXLao9N4RIcShkd1VvZCMF95wa63JZhya6ttpaU6TTuVwvIBVG32iNkwapbC7hG22BQtmKkZUFN613/1Yc0cHp7UuWlJkW3DGgtKDT6A1v3soy033ZXjqNZe/vpTjrR0KK3LwQ2OjEcXZp3TOzpz7niqiJfZy1NbYWBb84Nd15Jxwg3Y6G5DNaf7zph20tBd2yGveTnPbg/W4XvjcTDaguc3nX/97+yEdjrR+U6ZkhsQ0FVvriiuQCCHEULM/kNBak8s4ZNMO7e0Odz3RxsoNJcoADoJ1m7Lc8OvdfOW/dvC7vzTQ2HJ03ly/tjbN5i6BBISZ+fZ0wM49ziC2TIjhTYKJXlg0x8LqsjetrTVLc1Max/Hx3ID21hyN+9o7bpivOtvk0kUmM8Ypjpmo+NAZJheeXLy5rbW9c8+Flws78/1BRTSimDLO5qIzClOyrSmf7bsdVm5wWbvFw/Egk3ao391KW2uGQIMVsVD5KlA60JC/nmGEgcRxM2KcuTDRcc2Lz6ph9rQ4hgLDgFhUkSgz+MdrxvP8iraSe0AAXlzRVvD1Q8804TjFT87mAt7aWLzpr7tJ46IFP+f9gkAzZqRkJYQQQ19bWucDCZegyySK1vB/d7Swc+/g3bhrrfnZbXv55k938eqbGbbWuTz8XCvX3bCT+qajL6BYtT5DtsSYBLBm49AI7IQYjmSZUy+MqTG4/Eyb2x538PyAdHvxLLnvB5g6nOkwDcXx0xTHTztw7DZpXIRN28PXaK1xMg6GaVCeNPnS1TXMnd5ZwtVxA352ewPL12awTIXramLJOLF4hPaW/I16vs9USmHZFoEfoAOf42ZGec/8JK2pgDnTYsycHClY+mRbiv/40iQefvQdPnZpLTVVFu+ZX0E8ZvDyyraSG6A9P8w+dNWe8SnVbSsgk/NLPFLogjOqeOjZ5oL3sy2YOiHKlAnRg75eCCEG27iRJlvq3JLFKzwPHn8lzScuDvco+AGs2wllEZgwIpzMGUj3PdXCk8tSBd/zA0hnAu54pIm/u7J2YBtwhFWVm1hW+HPvrjwh1auE6C3JTPTSgpkWqZZW0u250nsMNLjOwW+Yu/rk+0cUVdawDM3nPzyCeTNiBTf8v7yzkRVrs3geZHMaP4BUW4b21p5n/K2ISTIZ4fMfqeWsU5JMmxDhmRUp/nB/E5t3FqZ4lVLEowZXXDCScxZXEY+FvyonzU2WLGdrGooF8xIF3zv9pAqikeLner5m7oyDrxUeNcLm36+dwJTxEUwjPJ/j1BOSfPPz4w/6WiGEGAr+5uw4plF6NjzQsK/JR2t4Zg00peCFt+Dx1fDHZ6E5VfJl/cL3NXc+1txju1ZvOHj2eLg58+TykpvelYKT5sYHoUVCHB0kM9EH5QmL3Q1uj49PHnN4Mx1zZsT59hfGcvtfm9i2y2HsKJsrL6hmzozCTi6TDXj5jXTx7IoGJ3eg1HS4bkkD//OnBlaszZBzNErBk8tSXPG+Si4+88BVPGZOiXH6wgpeWNFKNhcOkLGI4uz3VDFlfOGm6jNPqeSR55rZsiNL1tEYCmxb8ZkrRh/yAXizpsS58RtTyGQDLEtJuUIhxLAyc4LF5z5Yzo9vaSpaImpbMGdahI27YeMuqNTg5RO8rg8Pvw4fPu3AhTd6qy0ddBTnKKUyefTN1NdWW3zl/43iJzfvIwjC4h6JMoNxtTYRW+ZWhegtCSb64OyT4/zxwdaSHb1lwnmLE2x86/CuOW1ClKsuGUE8phhXW3rzdCoT5GdXSs12aUrXgQLDUFiW4qlX0x2BBIRrdx1X8+dHmjltfoLqAxxWpJTi2o+PZclJFTz1cgsoOGdxJScemyh6rm0pvveVyTy/opWXXmujPGFy/plVzJh0aDNAW3bmeOyFFtpTPqeckGTRCcXVooQQYqg7fkaEs0+O89zr2Y6iEqYBybjBmQviPLa6M4joKpWFljRUFXevfZYsM7CscIlsd0rBZWdX9f+bDgHzjy3jV9+ZxKbtOSxTMWV8hGef3TTYzRJiWJNgog/OPKmMF1fn2LYrV5AliFhwzeVVTBhtH1Yw8dKqNL++J0w7+wGMHmFy3cdHUFtd+L+pptIkYquiSkdKwQmzojS1K7Z1q3akjPz5Fxq27SqsZrGfYShWb8hw5sID37QrpThpXpKT5h385t4yFUtPqWTpKZUHfW5Xj7/Ywk2378XzNIGGZavaeWhyjG//wwSsQzynQgghhoqPXVDOlLE2jy1Lk84GzJ8d5ZIlSRJxo2QgAWGf7h3eatlDZpmKS5dW8JcnW8jlCseDMxcmWXziAEQwQ4RlKmZNOXh5ciHEoZFgog+ituJfPl3Nq2tzvLHRwTI1x02PMH92rONchUO1dZfLTXc14XRZNbVjj8f3fl3PD68bXbBfwjAUH7+0il/d1dQRUBgqrMz08UuqGTPS4qlXU/z23hYCDYZhhGdCKKhIGoysMjAUdK/OqhREhsAyokw24Kbb9xYES1lH8/bWLM8tb+OsU4/eA5WEEEcnpRRL5sdZMr84MztjTOn9EaYBNQN4ptrl760iahvc82QLbSmfmkqTqy+p5vQFcpCbEOLQSTDRR5apWHxcjMXH9W2W49GX2ov2QGgNLW0BG7e7zJxUWAp1yYIkNRUWf3myhX1NPrOnRPnguRWMHhEujTr7lCRVFRa/uqcF399fTtXi2quqSWd8Hn85VZTZ0BrmH3vkNqFtq8vy+7t2sXZjitrqCFddNppF8ytZszGNZRZnXnKO5oUVEkwIIY4ucyfBxt1Afs+zocI/Zx8X/negKKW45KxKLjmrkiDQGF3erKHF5/7nMqzZ5JAsM3jfqXEWzYuUPvRUCPGuJsHEENHU4hdlCiDMFrS0l85zz50RY+6MnoOYBcfE+OnXouzcF56IPaom/7+7yuQjF1Ry61+bMQ0FKgwkvvzxkcSiR2YT2ra6LP/w7Q1knQCtobHZ47v/t4VrrhzPlIll6JL7QSAWk01yQoiji23CB06Fx5+AEWMhGYNjxkP5ESww1DWQaG4P+M5vWshkw2Wmze0+f3y4nV31MT541qEtf9q+K8u+RpdpE+NUVcithhBHM/kXPkScODvGW5tzBcucICyj2j0rcThMUzFpTPFG7vNPr2DRCQne2JDFthUnzo4dsUAC4Pd37eoIJPbLOZrf3FHHn/57HhHbIJMtDKKiEcX5px/e3gshhBgOTAOiNiydNzDX37rbY+1ml7KoYuGxERLxnvv7x5ZlyOZ0wQSX48Jjr2Q5b1H8gK9tS3n86483s3FrPsPsaS45ZyTXXDlOshpCHKUkmBgizlhYxiMvpWho9nDzy52ituK80xI9luhzXM1zK9pZ9kaGRFzx3sXlzJl+6MutqspNlpw0OJvs3nonXfIkbT+AphaXb31+PN/+6Y5w86HWeD588H01zJt18PMphBBChLTW/Ob+dl5b7+D5YBnw5ydSfOGKCo6dUrpi4PptLn6JTeG2pdi5z2fWpJ6DiRt+sZX1m1N4HuTyGeYHn6pnyvgY550xol8+kxBiaJFgYoiIRQy+8/laHnupnVfezFIWU5x3WpKFc0rnuV1P828/282OPV7H3oLX38rywXMrufSsiqLnvr4+x656n3EjTeYfEx30iki1NTYNTcVndPiBpiJpMabW5Dffm86qdSnSmYB5s8qoqZRfVyGEOByvr3d4fb3TkfV28kHCz+9q44dfrC45FoyqNtla5+E4Hm7WRRmKWFkUzzeoLj9wVuL1NcX7/3I5zd2P7JNgQoijlNydDSFlMYPLzqrgsrMOvsH4xZUpdu71CjYp59zwRNOzTklQngizGc1tPtf/pplUVpNzNBEL9H2tVMdc5h9bxgVLKjqeeyRddelorv/fLQUlaiO2Yumi6o4D7WxLsfAQys9qrdm4LUdTi8eMyTEJOoQQIu+F1TlyJc5WDTRs3O5xTInsxLknx3jy+XpM28aO2nieR9PeZubOqaK2uufxIp0JMHqINdpTA1TjVggx6OSua5h69c1MybMiLFOxbnOOk+eFy4Fuebid5ragY+2r44WbrXemFA2v5nhxbTNXnl/BwtnWEc1WnHpiJX/30fH86vZdeL7GDzRnLarmC5+YcFjXaWzx+Pb/7KS+ycMwFK6nOe/0CqbVDFDDhRDiqNBTmQt4fW2KZFUSVHg+ka0tYmVRtm5txw9GhoU7SqitsUnETXJOYWrCNOCk46TcrBBHKwkmhqmKhIHKV2HqSkPH5jitNas2OEVVoizLYNTYahRgmAYPvOzzwpqAz10SIRE7cgHFBUtH8r4lI9jX6FCRtDoyEofj+7/aRd0+lyCA/SeCP/ZiKx89u4dToIQQYghoS/k88mI7q9Znqak0uWDJwNxsLz4uyvqtblF2QinFjAmlbwGeWO6AMjo2TKt8UGHFy3hnW5ZZU0ovvzUMxbWfmsh3/3cLrhtu4LYtRVnc4OMfGNOvn0sIMXRIMHGEZLI+Dc0eI6vtfqmadO7icl5YmS46iyEeNThmavSAr62ojucPsQsHCo2iOQWPvOpx+lyFbSmqK47M0ifTVIypPXB7e1Lf5LJlp5MPJDrlHE1Lm6TUhRBDU2vK5+s/2UN7OsD14J0dLqs25Pibxf0/CbLgmAgr1kVYvdHBdcGyQAHXfCCJ3cMhpa42SlZeMiyzeAarm0UnVnLjN2dx9yP72Lknx4nHJLnsfbVSHlaIo5j86z4Cfn7LTh56uhHTUARac/n5tXzg/Fre3JjDNBXHz4wSjRxegDFtQoSrL6ni5vubMY2wfy+LG3z9M6M66oUrpThxdoSV652CyhyRiFk0UAQBLF/vcd+jjWitmTDa5qw5ff7orN+c5b6nW9nb6DJvRoxLllb2256GTFZjmnRUv+oqKHVohxBCDAEPPttOWyoIq9XlOa6modnHcTURu/8yxIZSXPP+JJvqPNZucimLKU6eE6Ui0fOYE7EUTol+FWDapINXDJw2Kc5XPjupt00WQgwzEkwMsIZmj4efacxnEMIb3L882cKjyz1sW6EIA4EvXT2C42Ye3ina5y4q57QTE2zYmiMeM5gxMVJw8BDAR88vZ+uuJtrTAVlHow8w8RVoOjIdW+pcdtW6+L7G7OVeihdeb+dntzd0XHPHHpdnlqe44cvjGFnd91+9caNtbEuRzRUGDpYFiTI53E4IMTStXJcpCCS62rnXZer43p8tVIpSiunjbaaPL10KtrtzTo7x8EsZNJ19v9aaBbNsLFP6ViFEIekVBpDWmuZWr2CjtGEaRBJl+AFkc5pMTpN1ND+6uYF09vBT3PGYwQmz48yaHC0KJAAqkwbX/30Nn76sggtPK8PUDum2HLpbqlprTbo91+XrMFux+u3sYbcJwPc1v767sWAZlu+H1T7ueLSpV9fszjQUX7hqNBFbdVQQidiK6gqLqnKJk4UQQ1NFD2cHaSDZTxMhK9dnuP6X+/jqj3Zz8wPNh7X089Izylg4J4ppgGWCYcDxMyJ89gMHrzQohHj3kTuuAeT5Gt1tuU0k1vOM04q1GZYs6P9D5CxTseCYKAuOibJ1H2za6REEuqCEXxBoMunCHXoaaGrt3d6DfU0erle81CjQsHpD7wKUUk4+LsF/fWUif322mb2NHiceE+fcxZUse3lLv72HEEL0pwuXJNm4zSHXZbIlPAFbUdsPWduHnm/jz4+0dlx/T0M7L6xM8/0vju7xENSuLFNxzfvLaWz12d3gM7rGZETlkS8hLoQYHiSYGEC2ZWB3W/taalMbhJmBUqVe+9voaoNte01yOR/TDDdhB4HG8wL8EkeezpjYu3R7sszA72HfwqEMZodj4tgIf/vhUf16TSGEGCjzj4nzwXMruOvxVkwD/AAmjrEZNaLvQ3LWCbj9kdaCrLCXzwo/+GwbV11YdcjXqqkwqTlCxTiEEMOXBBMDrLYmQjSiOgIFN+cSTRTvjdAaTph1eHsmDpfWmnc2taJ1AqXCpUg2La66AAAgAElEQVT793EowHM7MxMRW1EWU0wa29tgwuTE2fGitcHRiOLSsyr78CmEEGL4u+TMcs45NcG2XS6VSYOxtTZPP722z9fdsdul1LYGz4fVb+e4qs/vIIQQhWTPxAArixt896vTWDA3SW2NzYI5cY6fFSUa2V9xKbxxv/jMcmpr+ie2a00FvLDa4fnVDi3tndmG9ZtzvL01R8PuFnwvIAgCgkDjez7vXaC46PRyRtWYjB9lceX5FYzqY3u+cFUtc2fEsC1FPKaI2Ir3n13J4hPK+voRhRBi2CuLhaW8x9Ye2sboQ1GZNPH80llhyTIIIQaCZCaOgDkzE1z/1WkdX2utWb0hx4ur0tiW4oyTypg1uXdnLXS3bE2O257IdtTguOspuPysGKcfH2XD1hyep/EDj93bG7EjJlqD5/q0za7kyguq+fB5nVmDp5/uW1vKYgbfuGYM9U0eTa0+40fblMXC+LW51adun8uYkVa/lYoVQojhZFej5rW3A9I5mD2xf8rB1tZYTJ8Q4e3tDn6XrHDEVlx8RrJf3qMvtNbsqg/IOJqJo8x+LYMrhBgcchc3CLSGshik0y4btrps3pHlg+dUctLcvs3YN7cF3PZ4Frfbnum7nspyzGSbqgoT21b4+VKqrhM+MWIragZwc93IaqujFKzva266o4EXVqawLYXraRbOLePzHxnZ4wFKQghxtFnxts8jKzR+EI4JG3dpZsXpUznu/b509QhuvKWBjdscLFOhNXz0okrmTB/YpbQHU9/s87O7UzS2BRgq/NxXnBNn8bz+mUwTQgwOCSaOsIeebeaW+xtIZcLlR4Zp0NRq8pM/1nP1pdW8d3F5r6+9cqNLqeR2oOH1DS5nnFDG7/7SCN2eZRpw2vz+ryJVyt1PtPDiqjSuR0e1pxVr09z6YBOfuKzmiLRBCCEGU87VPLJCF+wncz1wfXhji+bE6X0LJsoTJt+8ZhQNLR5t7QHjRtmDngHQWvM/d6aobwkKDtG+/fEM40aaTB4jtyNCDFeyZ6Kf7GvV3Peq5qZHA25+KmBDXXFlpCdeauH3f6nvCCQAAj/A931yrubWB5t6XOt6KPyA7nECEM7++IEmGjH458+OpqLcwrbDP8mExT9+ehSJeN8zE5lcQCZ34LMyHnmhraDKCIDjwhPL2ovOvhBCiKPRtr265CZprWHN1v7rB0dUWkwZHxn0QAJgy26f1lRhIAHhxvBnX8+VfpEQYliQqYB+UN+qufNFaGxyaWxyCAJ4fS0cP8NmSpfs7Z8ebCxZ/jXwArDCYKCxxe/1xufjplk88Hzx900Tjp9uo7Xm5gda8HzF/k0VQQB/eKCV678Q63VqfU+jz6//0sqWXR4A08ZbfPqyCmqriwOUTA8H8+UcjdbhhnQhhDiqaU17m4OvFdGYVVAy/ABHEQ1rqbQu2b9rDS0pmUgSYjiTzEQ/eGk9NLd4NDSGgQSEHeTqjS6t+U5yX7NPQ7PX4zW01gSBprwPp5+OqjY579QothXelCsFtgVnLYgybqTJmndy7Njj4XZphuvDvkaf19f37iC5nKv53m+b2LTTww/CgGjjDo/v/a6p5KF1M3vYaD5lnF3yBG8hhDiaPL0izQ9/38CuuhR76trYsbUFJ79/TSlYOPPoHJanjDMLlnXtZ1tw3HSZ1xRiOJN/wf1gbzM0NTtF6VutoS0dBgl3PZnGtAx8r/TMfNRWnDY/QTzWt4Hk/EUxjptus2J92J4FsyJMHB1mCDbvdEve4GcdzabtDgvnxIse29fosmlHjtpqm6kTIkWH7i1fm8NxdcHqKq0h58Br63KcOq9ww98nL6vhX/93N64Xbjw0DLAtxac/OOKgn23VW+3c/2QDre0+71lQwfln1BCLHp0DrxDi6LO5zuW2h9txPNi/JtX3AvbUtTJ5ahXJOEwefXROqiTjBucvivHoK1mc/JFGtgU1FQaL5soGbCGGMwkm+kF5HLwSN+kQDhetac3azS6JijJam9qL9jVEoianLUgc0g31oRhfazK+tjgwGFldWM1pv2gkLCeYyQYsezPLviafyeMs9jZ6/Ow/tmFZ4SnZ40dH+Ne/H0d5onP5Un2zT87t/k5hxqKhpThwmjI+wg3XjeW+p1vZtMNh8libS5dWMm7Ugeus3/nQPm69f2/HMrG3t2R49PkmfvyN6UQjElAIIYa+p17NFFXbAzDQXLwwoLnuyLfpSLpgcYxJY0yeeS1HKqs5cabNkhM7z10SQgxPEkz0g6qYW5SV6OquZxziyShmNEIkatO0rxXf9zFNk/LKOD/56igqkr3fAO37mmVrXZatdTANWDwvwknH2BjdsggnHRvnZrulY3/CfpapmDzO5rob6/F8jeOCZcLp0zWupzuyGVvrcvzk5j38y+fG0dTqs2Grg0ITjYSZiK4iNkwcXfrXa/QIm89efuiBU1u7xx/v3VuQVXFcze59Do+/0MRFZ/VPECaEEAOpPV28ARnCSk6vrMkxq/rIt+lImzvVZu7U/jukTwgx+CSY6KOcq3n81c4lTl3v37UON5y9XQfKMIlENDW1CaJxm1zWwzJhwexInwKJQGv+7540m+u8fOoctuzOsHazxycuLDy3ImIrvv13tfzvbY1sqXNBKcaNtPjCR6r5xd2tpLOdo1y4tlURjUfIZcJIwfdh9fo0v72nkedW5bDs8NA7rcE0VFhNijAQGV1jMXd6/wwYb23KdJxJ0VXO0by8sk2CCSHEsLDg2ChrNzkdfXVXr21wmXrSkW+TEEL0lQQTfbRxh98tgOj8exBoOsomQcd+g0QyQuB5TB1ncdV5CZ5ekeb517MoBUvmxzntxBjmIW5GXr/VY8sur2BwctzwzIlz9vlMqC0MVEbVWFxwRgW3PpLC8zVNGfjz4yl27isxuimwI3ZHMAGgUTz8QhsaDRrsiEmyKo4RBJTFDRSw6LgYl52ZKMqM9FZ5wiw5m6cUVFfIr7AQYng4dV6MvzyVorE1nHlRCizbxMwvJW1oKbEGahhzPc2Ty9p47rU0pgFnn5pkyYKEFNsQ4igjd2J9pBT5syEKO0etNZ4bEPjF+wYiluJTl1Zw0myLG29tYf1Wp2ND2vY9bby2Lse1H6ks2OycygS89KbDnkafqWMtFh4b1g5fv80ruWdBB/D2dq8jmEjnNK9t8Fi31WP5m6mCqhrrtroEhziGKWUUnAfhOj5tTRkqqsu47qoKJo4pnY3QWrNxh8eKtxwsC06dG+1xGVR3x0yLU5E0yTqFSwQituKis+SgOyHE8GBbivcuTnDH4+1YtkFZsnDjsecrUpmARHz47wMLAs13f7mXTTucjrOFtu5qYtX6LP/w0ZGD3DohRH+SYKKPZow38PzS5yO4OY8g0AR+gNH1hCIFk8aYbNjmsqFLIAFhVmH9Foe3t7nMmhwWHK/b5/Nft7Th+RrXg2VrHB54IcM/fbyC8jKFZVJUcs80IRELG7W3KeBn9zl4PjQ0ZIue6wfhuROKwswKGnwvbJxpgDINugdNAJ7nozU0tHjsatRYJsyZahPLb6rTWvPHh1O8/GYOJ1xdxZPLs1y6pIzzFxdvFO9OKcV/fHkK3/rJVppaPAwVHsL32Q+PZfa0soO+XgghhoqTj41wzzMmZcni6ngoeH2Dy+knDP/qRqvWZ9my0yk4pDTnaFaszbClzmHKuKP0QA0h3oUkmOijTFbTvK+VqtqKgkPXnJzXUQbWdX2i+WBCKaitVIyqMli22i0IJPZzPFi/tTOY+P1fU2RyXTcfQ4uvuffZDJedEefBF4tPD1UKTpgZZgnufNZl/0olv0SmBCAeNzF0gOeHqWnLUkQjig8sTfLWpizjRtls3hkGP0Xvlb/u7x52Ok511WT4zMVlzJlq885OryOQgDBgcT2499k0p8yNUFNx8D0j40ZH+eX1M3lnW5ZUxmfWlDjxWN9P7RZCiCPBcQNuvreex15sZeSE2h6f99xazeknHPhafqCp2+cTi6iSh4MOBWveyZItdUir1qzblJNgQoijiAQTfRSNhMFCW0uGZHksrPqqwTQNVH5dqGGES4MUMHaEwSfPCzvR8oSBbVMUUEQsqEiEd+XZnGb73uI1SH4Ay9e7vF0XEI0qNJr9y1BjEcU1l5URtRWOp9mxr7NDtyMWfqY4gtEa/vP/G8Fbm13qm32mjLPZs9VkyZJqpm3I0tQaYBhZNm7vPJiv62sjEQvPL8yQ/Or+NNf/bQWvr3dKBk2Ggjc2upy54NAGQ6UUMyYfPJMhhBBDzQ2/3sXqdWnKqsqxrJ6XMWVyBygNCKzckOO3D7Tj+ZoggDEjTD7/NxWMrBpaQUVVuYFtUXBIKoTVAyuSw38ZlxCikwQTffSjmxuJRCMky2OdKWsVHsZWloyiFIwZE6WtzWPxbLhgcWf6+pS5Uf78aDvdD55QSnFy/hAfwyi1sCjc+BwATW35g498je94TBplcNKxEWqrDIJAs3J9jkB37umIl9nksm63vQdw4XvKSJaZnDy3c0DauQmu/f5uMk548N7+qk3hxvL9jYXy8iiWZRB0GwOVgjfecbHMMHAo9bglv4FCiKNc3V6HN9ZniCbLqKgq637UUAHb6nlz8q56j5vuaSsouLFjr88Pb2nh+r+v7reiF/3h9AVJ7ny0le7jm2nAwrkyKSTE0URu5frorS0uifJY0ffDwEKHGQplUFlhc/6iwtmYspjBdVdX8T+3t3Skg+NRxec/VElZ/iTsiK2YPdli3VavIyNg2YURhu8FpFqzAGzYClvqHP76fJqxtRbbdvnEymNEohZKKUzToKqmjEzaQQU+o2sMzl9cxsJji9fo7mnwaG4v3PRsR0xmTrao2+tiWoozFpZjRS2eeb24GlSQX860aF6Ux17JEnjFj584U1LdQoij2849DqapSJTHw7FBh0UyMApvtA0Fi+b1XFL76RXFe960hrZ0wMbtHrMmDZ3zG6rKTb72qVp+8sd6HC+cjCovM7juk7VEbMlMCHE0kWCiD9ZtyoQ36JZRvJEub/9QEbFVyedMn2Dzwy+PYMee8E57wmiraHbpExcm+MGtbbSmgjCg6FZWL5Mq3DPhuOB6Ae1pB5SB05ylekQZhhmWbrVMRbI8DB4CCzxd3LE3tPi4XufhdqYZBjCuF5BxFDd9e2LHc9/e7vHSm17RUiatYc5Ui+pyg8vPLuPOJ9Kdeyo0fOb9yaOiaokQQhzIuFERPJ+C5U1BoFGaLuOCRinFgXrExragKMO7X2uq9H64vtq5x6Ut7TNlfIRY5PD66znTY/zsm+PZWudimjBxjN3jWCmEGL4kmOiDVRsyAHhukM9AlOgkFRhKM29yzx2ooRSTeiipClCZNPi3z1awbovH7kafe593OgYUrTWBXzy6aA2+Dqs66UDTuC+FHTGxbIN0W5ZM2sEwFJU1Ce57MY5pwsmzO9vg5Q+IMy2DRHm0czYNyHmFUcOMCSYnzrRZ+bbbUa3JMuGCRVGqy8PB55yFcRYeE+WNdxwsU3H8DLsj+yKEEEezRJlJNGbiB5quOxvCQz/Dvlbli+W9sk4zc5xm0qjiMWPeNJs1m4r3oHk+TBvfv8N5fZPLDb+rZ2+9h2GE+/SuvriKcxeXH9Z1DEMxdYJkoIU4mkkw0QfxqIkyFNm0QyRqsX9mCcIBQuswUBhVBafP6dtsjKEUc6bazJlqs2K9x7a9hz8Llct6NNVn0PlIxAfq97TiOB73vlDJuBEm40eGN/ijakxMQ5Eoj3UeMJQvH+sbEVpTQccmcaUUV58X59Q5EV5bH+6ROHVuhEmjCzcEViYNTj+heEmY1poNOzWr3gk/0wnTDWaNL53JEUKI4eYnt7cSSybIZlwikRLDrtqftVC4PqzaFDBpVPGG6kXHxXh0WYbGlgA3v9wpYsOSE2KHVBXvUL28Jsctj2bQlJEYAZn2LE57jpsfaGbCGJtjphb340KIdy8JJvpg8YllPPSqR6rNob01QzwRDZcDEQYSyYoISsGVZygss/9ujGdMMNm+N0AT3shbtoHnFgYXVn5cCZ+TL8eaczsCiQ4aWhvTjBhVzi8ecLnuigiVifBGviJplDw/w1Dwwuoc5yyMEbHDJyilmD3JYvakw/+Vuu8lnzXbdEfVj427fOZMUrz/PfLrKYQY3urqPfY0+oT1/AKyWZd43GZ/XQyV/1NZ2ZkZ7qGCN1Fb8S+fquLxVzIsf8shFlWcszDOyXP6b+Z/1UaX25/MgQqXxSoFyco4o8cmSLdleej5tmERTLSkAjbu9mjLaOIRxfQxFiMrJBsuxECQu7U+qK22OX66zdptNp7ron0fZUFZIoplmxhKk4iBZfZvB7Z2s49SKn/InCaeiJJqyxL4mogNaDhmaoRk0mbN1s7gIZPKlryeYSg8x8WzTO5/2eNj59gd37dMVTSweb7mvucy3PtsmhNn2nz8wmSvlyzVNQSs2ao7Ztkg3LS9dqvmlNkB40ZI5y+EGL7a0zqf3dWUlUUor4yRanfQ+QIdlmVRXW3nJ6LAtmDelJ4nn+JRg0uWJLhkSWJA2vvgS7mOTd6KMGNi2QZBAMnKMhyjuFT5UNOcCljxjtuxHNjNaFZtcZk70WRMtdz2CNHf5F9VHzS1a6JlUZLlmiCw8VyfaDy8EdeBJu24tKU1D7yY5fTjI1T1orZ2EGiefDXNIy9nSGcCjp0aIed0nkQdVmhSlFfGUTrg4sURjplq05xS/P6hTMFSITti4bnFA4EGkuURIlGDd+o0gdYYShGLKEyjeJZM67AUrdaw6m2Xn97Rxj9eXXnYnw3gnV0ar8QsnBeEj40b0avLCiHEkDBpjNVRTjueiACKRLKwep7rakwzzAIcM0ExfezgLfFsbA07ZNMAwzTy/X2+k1YGDlHW79TMHj90l6FuqPOKNqoHGjbU+YyuMmUJrRD9TIKJXmrPaP7vXod0Lpx18lyf5oY0mrDyUeAHKKUIajSPvOLw5GsOV78vxvxZh5eOvvXhNp55LdOxBGjFWzlMk/CAPNUZnCilGFVjce6pYenB225NFR0WlKiIkcu6mFbn2trAD4hGTeJlEbTWuEHAT+/OMaZaUaPg+Bk2q99xu5xerfObBsOvPR+27fKo2+cxrvbwf52idjhodS93aBrhY0IIMZxFbTjnlDKeWpHtyD505zgBE0cZ1Jjw3vf0XB3wSBg70mTbngDPCwo6ZsNQaA0trS53PKP5wOkR5k4amjfl7dnSJa8cL5wcs4bW+X5CDHuyhqSXXn7LJ+cCKIIgoKkhHd5g6/DcB63DrILOT+i4Htz8aPagp5t2tWVnjsdfSRcEBRpwPU1zUxrLCC9uWxCLwCfODwMJz9fUtxRP9/tegGWH503s/2NaJpU14QFCSimUodi+N2D5Bp+9TQGLjo/ykfeWMXOiRdQOMxJet1SCaSoaSrzfoZg72Sh5KJ/KPyaEEMNVe0bzg9syLHsrIF7W80SS1mAFDhGLQZ81P/9km6DEpo0gCCfOKisjtKd8nlujOypR+b4mkwuXSL281u04N6mvAq1paPFJZQ5vfCm1xx3CQ2D7edWxEALJTPTa1j1Bx/If1w1KlmeFzrJ/EHZi67Z5zJ95aFPuP/7DXnRgo7p1fkqFp1DbfoalJ1dRXW6wYLZNWVSRzmkeXQ2xmEnWKZzuT6ecku/TWJ9hzPiKgvbuzz7c9YzLNz4W45Q5Ee59Ns3DL2Xo3q17nmZ8icojhyIRU3zoTJM7nvVRCoIg3JOhPZdHXvY4Z2GUyl4sDxNCiMH2h0ey7GoMOg4cDY9pCKv+5XIe6fYcvh9g2SablMXk6YPZ2lDO68w8d+fkfCIRE9s2SGU0OTcci/777gwTIwGvveMRseDBlx3+4YNxaqt633ev3ujw+wfbSGd1/swim09dWk7yEM4mmjba5K0dfsFSJ0PBpJGyxEmIgSB3ab00qircUAfhjP+hCALN6+uyXHdjA5/73j5u+EMzW3e5JZ+7t9Glbm+OUtP2Wmu0r9m5x+HME2xOPz5CWTR84vJ3IOPAhPERDKPba3o47ajrsqVstvCztGc0benw72edFCMaUQUVniIWnDwn2qeyhDPGGXz1Cov5UzWNDVl270qzY7fLkytyfOe3bR1reIUQYrhIZTTv7PQ7AgkAN79nLdWWpakhRS7r4bkB2bTLrt3ZHg+kO5KaWnreYN217w9QRCx4+BWHxtbOA04dDzJZ+NMTudIXOQQ79nr8/O5WWtrDKn+eD2s2ufz0z62H9PpxNRYzxppYRhhEGAomjjSYPkbWNwkxECSY6KXFc8zO06Eto/Mshm663sRn0h6vrsnS3BbgerB+q8v3f9/Mrnqv6HWZTIDnajzXK8hu7Od7PoahCtLJWmvqmsK/JxMmc2bFSSbMjqDC6CG/Gw4QmlTKw++WYdE6rGMOUJEw+Jf/V8nJx0ZIxBQjKg0uO7OMT1zU96oihgFPvJohlfE7Tg33A8jkNA+8kOnz9YUQ4khyPF0woQNhf5rNerS15qBbtx4EmrYBOsX6cLglinTsl0iEixmUUuGNuqFYudErLtIB7NgX9Hq502PLMnjdhkU/gO27vZLjZSmTay3OnBfhtGMjnDUvwqxxcvq2EANFljn10shKg7E1il2NGssyiCYiZNoLBwjDDFPA7S0ZKmti5LwAv1s/7Xrw4PNpPvP+io7vNbZ43Pl4C1bEwsm6oMHKLwLVgSaXyWEYBom4yciqwpmW/WdKACSTJrNnxmlLw6bNKeKJCKnW4vKwGqjb0UY8ESu61rGTDWKRzg54ZJXJZ99/eCegHoqmVk3WCdfgeo5HLuuxfznAU8uy1CQ0F56e6DFoE0KIoaQqqUjEFM3t3SZoggBDUZSF8HxI97Bx+EgaPcLGy2WwooV7PCIRg4rKzipUTs4jCOySZxFB5xlHvbG3yS+ZpTFNRWNrwNiRh3YdQyliUshDiAEnmYk++PBSG9sE01CkWjIkKmJEy2wiMYtomU26PX/jrjXHT1ZErOKeNdCwZVfnTEvOCfjnn+zi1TfSHZuknZxLqjVNW2M77c3tKBUeXvS5D9V03FxrrcPzGlxdkMmwzHClVDRikiyPYkW7pXlVOMvU0pTFMMLOPxYB24SIrfjwWYUlDAdKLBqWH0y1ZmhvSeNkHZysSy7r4LkB9z7Tzi0PtR2RtgghRF8ppfjIOVFsK1xmA2G/mogbmD2sthkKm4OPnxEhGYdUa4ZUWxbLUowYEWXU6LKOmf3AD9izO82bm1wWzraKqiMpBVPHGETt3kUTsyfbJSsuuZ5m4miZAxViqJF/lX0wqtrgug9FeWmNxx83++zZ0UgkaqMDjeuEAYJSoFHs2OviesVTLQoYV9vZa760MkUqExTMynSkZhXYlsn82XGuvrSGcaM6p1weXhHwxmbwNYwbpbBMjVJgm4rR1eA4Njt2Bhj5ik2laK2ZNUFx5olRqpOKNSsV8eiRyQQkYgYx06M+W7iHRAFOzgVl8/iyNC+u9Zk61uLD58aZPEZ+fYUQQ9fsSRZfvbKM51e77GsOmDHBZPE8m+//1mH7nsKzECI2VAyBYhOmqfjGp2r45d0trFyXZl/WwzTKicYsDAWuF7BzazPptMe6LTaXnVnGO3UBijAYskyIRcJAqrfOWRjnmdeypDK642cUseGME2NUJMKfkdaa+pbwnKLR1QpDljAJMWjkbqyPKsoU551s89DTJnvcIFyWlGeYnfXCR1ZZjB9tsGJtDqfLkk/bgotOKyPnBLy2Lstzr6XJlVhnqhSMHWnzd1fWMm9WWcFjze2a1ZvoOPxtx25NWSzMMBw3Bd5zrKKx1eAHt/dcpQOgrTnL+iDKpy8yBqVjbmjq/Nl1xE8q3OjuOR521CbwNZt3+fz4tnb++RPljKqWDXVCiKFrVLXBB88svLH+4lVV/PjWZnY3eJiGwg80V5ybxM4MjRvi6gqTr32yho9+PYXWsHtnG7t3tmEYCt8PcB2XRDJKZVIRtRXXXh7j0ccNLpwRoToJCs2qtx0mjTaZOs467L0K5QmDT11cxu/ub6UlrbBNOHtBjMvPCffn7W0O+MMjDs0pjSIMND5ydoQZ42U8EGIwSDDRTy5bWs7v7m9FR8LTTpVS+SVICtuC8xaXMWWcTXmZwdMrwkPoRteYfPSCJDkn4PPf3YcmLL1XimVozj21jAmjixeA7qjPb/TrsgkunQ3/7G3SGMrANDS5XIBlGsWnYGsNCnyt8QNoS2sqE0d+UPPzQVZhINH5X8/1UEa4r8P14LFXcnz0vLKi6wghxFBWXWHy758bQd0+j/Z0wKQxFrGowdNPD3bLCp0xv4ynV6Q7vvZ9TeAHuFmX2Kgki+aF/bFSiqgN82eY3HBzC62psHS6oWDyWItrP1xB5CBLntI5zd7GgKpyRX2Dw/U/24nj6v3DE3fsbWXaOJPjZ5fxi/tztHepy+F48PtHHK77UIyq5NAIyIR4N5Fgop8sWVDGi6uzbNrh4vmdnZlS8PGLK5gxMYLraa44N8EV5ybwfbCt8IC5v79+V8dhdloXdoRaa1r2NJBpS/PzbQb//YuAC84ew3V/NxPTDJ+bjHeWqe3KUFCZv9d+fmWOTNrDilhEtMbJdaZHlKGwIxYKhaEgHun/znjb3oAnV/rsa9GMqVGcfYJJbWUYaO0PFsaNttiyff/ysOI26HyQBuFek+17e646IoT4/9l77zA7q/Ne+15v3XWaNKPeUEUCCRAgmig2xZSAjXFs4x4nJJ/jxHaOE5/kS2yfkzhOsR1/cRzn5NgmLrFxA2N6Fx2EhChCDVWE+vTZ5a1rfX+8e/bMnr1nEKrIrPu69oVml7cMe9aznvZ7NG9Fwkhhmklz8OT2t7YJ/v33tvLS+gJ7uyKEIZCxREpJtjlDS87CHWErbr6jQGdvbZnutt0Rdz5R4vpLGqv+KaW440mfR19IMtNSQhwGVUcCEusWhIrv/uIAn/7YtLh00Q0AACAASURBVJpBroNICas3RbzzDN1xrdEca97aK9kJhGUK/ufH21i93uf5DR6GgFPnOnhdFuOaLf7y37rY3x1jW/COs9Jc/44cABu2+TU65EIILNsijmKUUhS6e/GLJZRSFEvJ5vm+FfvoaHf5+PtnADC9PSlpCqNal8Iw4PQ5BoWy5P5nh1ScHNfGdiziOBm2N7hvdxyTM+ZZbxhBOhi8QPLkmhIvbw4wTYO9RRdR6TrsK0o27JDs3dmDJSTXX5rn8nNzfPoDbfzF1/c0lMJNfjnD7k3AtEMclKfRaDTHmvXbAn58T4F9FTtw0RkpbnhnDst860bSTdPg//t/p/Gpr+6jr8/Hsk1S2RS2Y9FflDz0XJmrz08iVkrBhh1hnQpTGMGTL/mjOhPPvBLyyPMjPmfajJvQQufe3pr37usM6SnIhkpPkaROOWs4Sim2ve4ThIrZ01PYDQRRNBrNoaGdiSOIaQrOPiXF2acMSaze/4DiWz/rJai0AwQhPLyyzPZdIfOnG4Rx/YI26FCcPt/hvrter5v94PuSX96xq+pMGIbgw+8w+MXjkp5CstE2Dbj2HIO2vGD1hhDThOHVTUIILMtECkkcS0zL4PQFDu87AupNJU/yN/9+gN7+GD8cPF+J9klNZLIOIBAGtHbk2b2jh1vu6ccQgsvOzfHPn5/El769l1K53ii4aQfDqEz/tuCys4+N0pRGo9EcDjv2hPzrLX3VfrkghEdXJw3Gn7yuaewPH2f2dEmctEOTWSsVG8awal1QdSbGYqQk+nDueSaocw6EEGTyKSaIHPv2FKrPO7bgpElGo0Q8jgVzpjRuYN++y+cr39nFQDGuqCTCZz82kbMX597w2jUazRtz/KUjfsvpLciqIzFIEMH67SE/uaub2x7opuzXDyoyTVi6MI03Sg9FoVCb523NCW660uSmdxl89FKDz77bYM7kxFEZK9NgmAaZvMN1F2X45NWZhvK1b5a7nyjQ3TvkSEAStercO1CTdXBTiS/rh4pfPZhMNp3aYfO1/zEZy65o2lYelm2Sa0ojDJg1yeRzH8jp5muNRnNCcNeTpbrSnCCCla/47OmK+M2jBb72w266+yX7uw9uKNuxwrUFapRZeo5TW9I7tUG22DDg9PlO3fODFMqNDy4EzFvYzsw5rcm5bMG7ljczaZzJKbNM7GGhUMuE9hbBKbPqzx9Gii9+83UOdEd4vqLsSUplyde+t4e9ncGo16XRaA4e7UwcZcJwlBcUKGXg+woZRnXDfZSCXz40wMxpjaM+C+c3HhzXmhdMaBE1w90WzLBGVWdSMqbY73PrQwP81b938fJm/w3v6Y1Yudaj0RBVpRRhMPSCaQicytyL/qKsZmAyKYPWjhzNbTlyzWmax+VoHp9DGIJsWvAXH85rWViNRnPCsPtA3CiYjmHA3/6fLn7zaIGXNwcMFCV//e1ONu1462xyO9pM2lvNykBUVX2gFNMmmDUBok9ckyPtiupG37WhNW9w/cWjZy/SDg1LWw1DYDsGM2e34jgGF52V50PXJtPqfvcSm3efbzOtXTCxTXDZUos/utbFbCB7vmZdkXDkiG4gloqHnup7s78OjUbTAO1MHGUce5QpoCIZ/AMQhrJWsrUyHbVQUpyyZDKOY1SPYRqQThn86R/MOehrsC3Bp9+XqxmIpJSiXPLp7Sow0FukOODx+t6Ab/6kl5WvlEc/2EEw1myK4U5OEEQ0t2awXYu2ZrPaUO46gukTTGzXIpVxk+ZwIUBJXBHxjz/o5lcPFegr6AZsjUbz1mfmJItG4308L6bsq2rWQinwQ/jur/tG7x07Dpx1cqJSOBwFPPWSx51PDtmLKR0WX/1UC++5OMOFp7t88Ios//umFvLZ0bcal55Zn7UQAiZMcKuDW//mT2bwqRsnVPtLDCE4c77Fp9+T4nM3pLj4NHvUrPpAMa7pSxwkjqGnX9sQjeZIoJ2Jo0xL3mw4ybNGnrVSyiOMZKDc4AIaS1i7Q5Fva8LNuJiWyeyTmvjuv5zBgjmNMxOjcdIUiwvPzJDN2di2oL+nwEBPgTCIiKOYwAso9hUJI8lP7ikcliG7/NwsTgNBDdsxsewkkuWVQwoDIbGEXFOKGdOT5rwwUvQWJDdemiLjJnWwAAYxhX6f1/eFrN8Wcs9TRf7q211vuZIAjUajGcnVF2RqynIgCTSZBg2bibt6Ywqlt4Yz0TsQ86uHCsSxrLELQiTN1Xc/UTsbKZs2uOzsNB+5Msf5i1NvKOhx0RkucyYq0imB4whyOZOpU9Nks8kvzBCKQiHgF/f18tAzA5S8UWquRmHhnHRDZyLlCs5Y1LgpXKPRvDl0rchRxrYglTIIC7Wrme1YBJZBHElMkUTsG+3fo0gSKRM3l8PNQa8v2Lk3YsbUN38tFy2xeXmbpL+3jO/Vp9GVAq/k02cYdX0eb4bzlqR5ZWvAk2tKCAOkFFi2wdz5bcQS9u0t19yrEILdnYr/urvIi5sT58Ay4V3LXGxbcKBH8sTzPpXMOgBRDLGn+PmDBT79uy2HfrEajUZzlJk03uILH2vhZw8U2borJJs2uOKcNPc9lUipjkRK+M6tAziOwfwZDkvn23S0Hp/Y38q1HlGksJ2hQNfwbLsEHlldJjXqEcbGEII/eX8Tz66PWLXdZLhsn5KSDS/vZ+UTAV6gcB3Bj+7o5sufmsjMKQcnwDGp3eHS85p4+Jn+qtPjOoIZk12W6QZsjeaIoJ2Jo4wfKKJIIUbkuJVSOCkbFQbksyaTJ9ls3plE6oe/xyv5dce7/cEuLjiz+U1fy8Q2gw9f6vD1H8qGahgAcZjU9u7qPPT0rxCCm65vYfZJabbsDOkqWjgpByEEPT1+Q6cpjGHNpqh6/2EEdz3l8+Er0px1jsvdj/XXfUYpeGXLW6e2WKPRaEZjxiSbv/hobeAjjiS3PlKoC94YpmB3j4FpGezsinjkhZh50ww+doV7zCVNt72e2CClkmnTgw7FcO58wuO9Zx76OYQQnLPQZlyL4rF1QzLn/Z0D9Pb51d7DQWfgX350gG9+YcpBT9a+6f0dnDo/w72P9RKEigvPynPZec3V0lqNRnN4aGfiCBPGip0HktT19PFUNsf1Q+WEEEzqcLj2gmaWLclS8iT/eHMX+7pjDJGU+3ilgKBc3xA9UDz0jf6C6SZnzDF5YP8ob6hkSf79tjLnTUsa7cZasAslyfptPq4jWDjLxRpm6C5e7DC1w2TNFtjTk2z+DUNUGvlGHkkRy9rzBBHc/YzPqbPtxn0nJKlqjUajORG54rwsr+2NeG6dh2Uma6NhCjJNaUzLqBnSuXmX5O5nQ647P+kx2N8T8+BKj537JdMmmFx6lntUFO7aW5KMiIwlptV4y2CaVAevHg5zJwtmT1IUPHAt+MI3Cg1FTLp6Yw70RHS0HdyAOiEE552e57zT31x5sEajOTi0M3EE2b5fccfKoZ+lgnmOIK4UxaYyNm4q2RjHYcyl59pcsDQNQHPO5Cufbmf77pDuvphpE23+5Mub6s5hW4JzD3NB/OT1bTz4dOMGP8e1kVJRKISUfMX6HTELZzb+mtz/TIGf3tM/1BRnwF98bByzpyXGzjQE8ydbzJmo+NVTsK8XcjmL7q76YynVuFG9d0BiW4IzF7qsWucTDfOjHBsuPfuNNc41Go3mrYhhCP7whhau74nYuTfi1fUCx7VxHLMuiBPF8Nz6iOvOd9ixN+KbPysQRYmdeX1/zKr1AZ99f47pR1jp7uzFGW59eACspAn7aEfzDSFoSswigsbnUmr01zQazbFHN2AfIbxA8Ztnk2j64COKYcCDKy/I0dSSIpW2K5F5geWYPLVO4QXDG9oEs6Y4LF2YpqPN4tMfnYzriKoKiGMLWposrr98/GFdq+MY/MmHO6o/265NOpsik0tjOzYylpQKPnEsWbW+cfPEtl0Bt9w7QBglEamyryiWFf/0gy6iKLmnKFa8uMnnuVd8Ll8iuW4ZXLDQoKPVSOQF5bDHKEGtwSnXH7umiTnTbByLqvTgWQtTXHmediY0Gs2JTXurxRknJ1OZx6rcGRx69/OHygThUPO2rKhA/fzhw1Pia8TUCQ7nL0nhFX38UuOy0jAaW8XvULn4rGzDBu6ONov2Nh0L1WjeKhz1v0YhhAmsAnYppa4RQswCbgHagOeBjyilTvjC9817Rn/NSTm4rqqJqoPAD2HVxogLTm2cql1+ZguTO1x+81AXB7pCzjglx5UXtpHNHH4q++Kz8nSMt/jqd7uhQQ0sgJKKA10BkK57bcXqEmFU7wFICWu3+DTnTb7xo15iBajk3q+9KMs1y7P84q4yA70xppX4snEksWyTdNapuQ7bguuWJ219adfgf368jd0HIjp7Y6Z0WIxr1kPrNJrfFt4utmIs8hkDy4Q4lpimUbcuz56crJk79jYudd2+5+hInS5fmuXJ54v45QDDFKQyleZnBQgoDXgNh68eLldd2Mya9WW2vh4QhArHFpim4HMfbT/i59JoNIfOsXDtPwOsB5oqP/8j8C9KqVuEEP8BfBL4zjG4jqNKEDWW+FMKuvplQ43xMILX9o+9AM+enuZznzgE6aaDYPuuGNM0Gl73IJt3lJGyqWY+BECpLBtmE5RKXvv+bwYoerVvuPPxIvNm2EhhAjGua2GagnI5JApjvJLPvFkZegYUU9sNfueCVN1wusntFpPbdURKo/kt5G1hK8bCtuDGyzPc8mAZ03SqPWumkbz27uVJCalrQwNBPlLO0Sn9acpZVZGlcsEnKIfYroVSEPhJ9rr3IGY2vLDR596niwwUJYvnulx5fpamMWZQ2JbgS5+ayLotHpt2+LQ1Wyw7NUPK1UUVGs1biaO6KxNCTAWuBr4C/JlIwizvAG6svOUHwJf5LTAQMzvg8VfqnxcC5k4RrNta/5ptwqS241f3+dSL5TEdCUgawfsKktam2izAWYvSPL/Br9EXh2SqqOMYI7IwCUEIK1aVsVMpZs7ODaXzhaC/zyP0Y77wYd0gp9G83Xg72Yo34rzFKc482WXt1pCNr0sKZZjabnD+KTZN2WTRXH6ay4rn/eqwO0icjQtPqx8AdySYNtFmwjiLnXtDlIJYSuLBkieRlOg2WvOHc9cTRW5/dEi5al93iade8vjKp8aRy4zuHAghWDQnzaI59RlyjUbz1uBoh3i/CfwFMLhDHAf0KqUGl8DXgSlH+RqOCW15wZJZipe2JzKnkDgLrglnzTN48iXBvh5VI/1qmnD2goNTozgcYqkwR2QWNu2M2NP9xuobSjWuhT1zYYqHV9q8ujPEDxRCJFGk974zP2aDXs+AJJ21qr0jgzQ1p/C9iCiWmEbjsqvRiCLF/U8NsGJVEaXgwqUZcm+NeU8ajebgeNvYioPBsQVnzHc4Y37j13/n/BQ9A5IXNoVYFkQRnDbX5urzDnXaw9gIIfizj3fw51/bTSyTn5O5PxJI+jzGUtYre5LbVxSqPR+Q9BSWypL7nylx/Tv0vAeN5kRGHM6k4zEPLMQ1wFVKqU8JIS4GPg98AnhaKTWn8p5pwN1KqVMbfP4m4CaA9vb2pT//+c+PynUeaYIoST8rIOVA6BXI5XJIBb0DinKQNBu7tqA1LxpOxz5SlDxJV09MGCsMA1rzJs355IT7uiVeoJBSjqqJkU95SJGhfZjcYBgBInGUAIplRbEsMQzIZw1cWyTqIvuiujIoUZnyndQC159PSkUcKwyR1A435w7OodjbGeEFqqpOJYSgKe3R1npiZjkKheQ7cyKir/34cckll6xWSh2G2v/x4e1qKxrR6DsYy0TMwjYFxogAfvJaMuTTPMqVP919MX2FuEZ5b3CNNwSMa/LJ5xuvuX6g2NcdN8yEu7Zg0vjj2/92Iv/t62s/PpzI1340bMXRzEycD1wrhLgKSJHUwX4TaBFCWJWI01Rgd6MPK6X+E/hPgPnz56uLL774KF7q0WPFihUMv/a4olxkHWV5vZc2lvm/39tHEA6t3q4juO4dzbzvilb+/N/62LunQOBHuOnGqfErl7zC9ddegusYbHwt4of3eURxYkDyGcF1y1NkQsGsNMybImruacXqErfcWyCsvN+1YXyrSZ9v0dqWruvBAPD9iJ4uD8OoqDWd7PChK8ZWa1q/1eO/HjxQV251xWkbmbNoGYvnnXip8ZHfmRMJfe2aQ0DbigrDv4NBqPg/v+rlhY3JDIooVlxyVoYb31Xfw3Ys+OQXX8OPDAzDII4lspJmV0rxuY+Mp9z93Kh/P3u7Ir74na6azMQgSxe4fPDioWF+vQOSl7eGGAIWz7HJj1ECdaQ4kf/29bUfH07kaz8aHDVnQin1l8BfAgxGm5RSHxJC/AK4gUSl42PA7UfrGt5K+CF0DUDGFbRkj/75brmnp8aRgCQ69JuH+3jPpS1MaDPYvjnAMA1M06goOiXvG4w8mabAdQx6C5Lv3uXV1Od29StuvrvM+DYXIZKBRu8532ThzEQf/eKlGU6aYvP4Go9iWXLGApf+EvxiFOlCKRXl0tAJwghWrgt494UpsmmDfV0RfUXJ1A6LTGrIuLy6I2ioKqWUYtN2/4R0JjSatxPaVjTmJ/f088LGZN0dXONWrCrR0Wpy+bnHNiK6a3+EcDKkHKqN2FEY45f8pMTVFowlSjuhzaRjvMOBXkkQxKhKisKx4V3D5L1XPO9x26NeksUmsRcfuiLNWSe7R+3eNBrN4XM8ZHG+ANwihPg7YA3wveNwDceUVZth1ZYkDR1LGN8EVy+FURICNezcG/DixjKZlMGyxRmy6YNLB+850Hg+RCyTCdrXLk/z7EpVbZ4TwyJdI1PYz64LUQ1Ep5SCzm4fKSUyVnznVsWEVoNPvTfLuGaT6RNtPnTlUE/Izn0RpgG93R4tbanEYAiBlIoolJSKYU2/hWXCzv0xtz7cx2t7I0xTEMeKa5ZnuOaCxCNraTKwLVGXmRBC0NqkVZ80mhOYt52tGCSKFY+vKdUEcCARsbjnyeIxdSaUUnz7VwMIAxhWFGvZJrFjEQURs6a4rNkLj6+H3d1JJnrRNJgzEfZ1x3zzl2W80CKdgVQGZCQJPZ8PXZlj7vTEEO7rjvn1Y15dI/d/31dm/nR7TNWnkRRKkntXBry8JcKx4YLFNssXO8clo6PRvB04JrstpdQKYEXl31uBs4/Fed8KBBGs3pps4gebrw/0wb1r4D3LRv+cUorv39bFIyuL1amjN/+6my/8XgenzH3jaPvUiTYbtvp1z1sW5LMmrU2CWdNSbH3NY7SmiVjCTx4oMVASRKMo2AohcF0LyxKUiiH7eiTf+kWRL30yX9dEPW2CxaLZNi9sDDiwr0gma2OaBp4X4ZWjqnMxiB8q/vPWPnr6kzrdwabt3zxaYvJ4kzMWpDBMqy4DA8ktnbtED7TTaE4k3s62YjhhVCvWMZxi+diqS+ztkvQVkkbr4QghsB2LuVNNUimT3iL07036BUsBPLMJugYUtz1cxg/BskwMQ6CUIjIEp8zOsvz0oTV69cag4T0L4MXNIcuXHFx2Yl93zLd+VabkDf0O73gyYMdeyUffpTPVGs3RQIs1H2VKPnWRFqlgXy8UvNE/9+LGMiueKxKEycA3P1D4geKfbt7fsKxnJB+8qrVucqjrCN57WQuWKbjriSLdRVExCPXZDsMUxDG8slOweffoszBMQ6AkhIEik7URQtBflKMOVfrD67K87x1p0ilFoT9goM/DUBLTFDVRIyUVxUJAd19czZBImTRZxxJ+el+BlzYH/OzBEpl8uiazkk0bTGq3yKT111uj0Zx4pBzB+JbGWei504++AuBwYqlGFekQQvDey5p5ZWfiRAy3TJGEZzdEBBGk0xa2bWBZySOVstj0uiIYZsvimDrRDkieiw9iFl8UK354n8fXfuZRDgBDYFQy3WEEL22OONB75AfraTQa7UwcdUab42CIpI9iNB5ZWagr3YHEqXhp41jVqQkLZ6f5wicnMH2SjWnAuBaTj17XxrWXNNNfkPx6RYFIGqSbUoRhTBRGxFGMMMFNW7hpO5n/0OtTLPj4XoBX8qtNd0mTdDKhVVT6LQJfks5YCAGFUaJnT77kc/fTHp4Htg2XLUsxf26OjglZXDcxnkJAFMcNDcugQ9HVG3PH42WCCEzLJNecqT5S+XSdI6XRaDQnCkIIPn5tM449VHZqGImT8cF3NY352YGi5NePDPAPN3fxX7/pY/eBBl3Pb4LJ7SbuKMPwTNPgWz/vY3e3ApU0jff0RnR2JZLhnV0RlmVU72nwv4NZjeFZ5SVz7Ybqhgo4dfYbO1D3rgxYt72iGDXMLg0GqQwDdu47OhPCNZq3O7qo/CjjWInHNtKpEIIxG7GTtHI9SsH6bR5LF71xCc/i+Wm+/hf107M37EjKn5RUxKEkDofOFQYxdptVWfgVURQz0FsmqrxHoWhuy9LckhlRxjQkWxjHMGtSvVVYvSHg5w+WhhQ9Ynj4OY9JExSOm6J9QvIL6e8P2L+nwXjX6u9AEQYRnX1D1y2EQAzrt5A6AKXRaE5gTpnt8jd/MJ47Hy+w50DESVNtrlmeo6NtdLPd3Rfzxf/oxPMVYQQbt4c8+WKZz97YyqLZtWVC/YWQhx8/QHdvwGmLmjn91JaG830MIfjD9+T5xk/6iZOdevU1YQgM06GzJyInYf2GAaJoSKbbMAS5vNvwuELAl7/bT2ve4KrzUpw+z+HC01wee8EnigZFQODq81KMa66PeyqleGGrYuUmKAewe09UVyYlhABDQeX5lrwOMmk0RwPtTBxlMi6kZJKFiCsOhWXA8oVj64JPGm+xbkvj1zzv0HfKUazY1xUShIp4lJGlxX6P5nEZlIJCn0cY1L5v9OVYoJTkXecmCkwjufOJUp00YBDB7n0+02a4xDI5cqImlTgzjVAKMnbM1HaTTTvro262Va/HrtFoNCcaMybZ/PHvth70+3/1cIFiWVWDKVIlTdvfv72Pr32uvbqpX7uhnz/74kvEUhH4klTKYNGCJr72pVOrmYThzJtuM2+qYMNOqv1rMCigATt2h8zNSMJQVjMPkGSSwyDGcRtvNco+lH3JD+4uUfQU11+c5swFNs9vCjEFLD3ZYfIoMyhWvKxYs2VoSOxoPSaQVAK05IyGQS6NRnP4aGfiKGMI+MByeGk7vNYJ+RScNgsmtiaRlW17JBtei0i7gjPmWjTnkoV86cI0K54r1C2QlglTJhyEDFQDNu0I+PqPupAS4kg1LCMCiCNJLmsigLCy+zdNwYRJGbJZm9IYVVbZtMG7zmk8hbV7oPFqLyVceho89koyydVxBOmMTWGgvoFcSkns+1x6QTOrN5QY6I0wDIGbdrBsE8eG65anYWDMX4VGo9H81vHSJr9hVravIOkdkLQ2mUip+OuvvkKpPBQkKnuStev7ueP+PbznqsaDxvvLBobR2GgEgUKlVV0GQgiB50XYjlnzWpJdHjp/GMHtj5aZO8Wgo83k3ReO3SjtBYrVm2sdCNsWhA3EOFDgGiG7d4f80VcGOHWuyweuyDO+RW9/NJojhf5rOgakHVg2L3kMIpXix/f7rN8RJ3X/Bty3MuTDl7ucMsvi9JMztDSZ9PTVTg11HYPlS9/8oAo/kPzzD7oo+wenBDKhIwVeYgxSKZNl503ENAWWZVAoROzaEzZwRhTXnDt6beu0dotXX6/PJKRTgtPnmJw+GwbKIKXDv90qiWNJuRQmqRCVHH9cNuasZU3c/0ypWm8rpaJc9Jk0McX7L89z9kKXFSsO6jY1Go3mt4ZMStBfrH9eqaTfAmDrjiLFUn1W2vMldz24t6EzoZSis39026FQo+SRkxlEvh/hulZ1hlEcScqlgME8t1cO6O0K+MI3iyiluGhplo9e2zLqcNeugSTDP9yZyOUcenv9ql0aLLVqTQfseN2vZsWfe8Vj/daAf/hM+zEZiKfRvB3Qf0nHibVb46ojAcmiGMbw3w/6hFEiBfu3n57E/FkpbEtgW4IZkx2+/KmJ5DJvPlW7ZqM/aiZiJEIkGQLDEChg0altVSUOgFzOoqU5uQalVPXRlheUypJbH/NYvSkkimtP+J6L0zgj3FfHgvdenMYQiZpTc1bQmjf4Hx9I89535lh8cp7F87P80Q0t3PylCfzLF6by7Fq/sRxsHHH2Qj3cSKPRvD257JwMzoh4jmXCqXNc0qnBRmgYrYRUjFLEKmW9KuFwxjc3/qRSijhWREFMX49HsRBQGPDxyiGDjkTgh5SLAarSwB1G8NjzRf77rt5Rz9eUoU6u3LYNWlsdDCPJqHulkN7OApt3+DXltUqBF0geXVUa/YY0Gs2bQmcmjhOrN0V1/QOQlEVt2R2zYLrF+FaL//XHEymUYqSEptyh13uWPVmvLNWoLUGAYRp0HigzbaJgXHuWtrZUjfQqwIQOh1wu4tXNJVAQRzGlouD2XpNYCtx1Efc+G/DZ92XIppLPzp5q89kP5rltRZld+2Pamg1+54I0p82rL9vKuIJLlzpcurT2NSkVB3oaW7W9XYenWqLRaDQnMu84K8Pr+yIeX1PGtgSxVEyfaPMH1zdX33PSjCy5nE3Zqy0jTbkG11w+seFxTVMwvsWgs6e+hsq24f+5NsPtd4lqNkAIUQkyge0YjJ+QIY4T8dgwVPR1D+mie6V6WcMghEdWFrnxqhZsq95NyacFJ01UbNtb61QYhkF/TxmvnNgCNUoELYzg1Z2ji3xoNJo3h3YmjhMNxC2A4c3HQxxKJmIki2a7dQtrMvka3LSDIZKLioKIOFbs3VtEdcD06flRO65dxyDwh2/sFaVihJOy8ENBd7/inmd9LjnNJoygo81g9hSbz3/o0HXSDUPQlDXoL0qclIXjWMSxwi8HtOZ1ok2j0bx9MYxEUvbai3Ps3BsxrsVgakfteiuE4Kt/tYjP/PWLSQN2IHEcg9NPaeHqyyaNeuwbLknz/TtLNVlhQ8KOhAAAIABJREFU24Q/uSFHNi2YNM5gQkGw54AEFDJW2KaktTVH4EuESDIcAkE+bxP6IVGc9ME1QgGlsqQ539j+/c7ZggfWKNZVZlz4Xszu1weqjsRYWCZMadfbH43mSKH/mo4Ty0622PhaXJedEAJmTz7ym+KONosrzsvywNMl/IoxcB1BS94kUCZSJR6DbZsopTBNgzBSdPdGZLMm6bRR4+RIqejqCojCGCUVhmVgmgZKJZKzwhSEkeKR58o8uqqMEJB2BJ/4nSwLZhze0KVrL8lz1zMRhjk0UTWbd7lgkZb902g0mrYmk7am0YNQC+bmufXmc3jkyQP09IYsWdTMqSc3NZRwHWTRLIsp7SZbdgYoqTAtwWlzXeZMS7YRQsAXP95MEEr2dMW05gRNOYt7ng14YGUZKRNhDdc1mDXR5mNXpPF9+NZPQ15+tV5sI+0a5LOj20LbElx1luDyM5LSqP+6o8jWUm22wbIEKTtp2B5epmWZgncue/O9hxqNpjHamThOLJhusnS+xaoNEVINycR+4srUqE1nh0rJk+zvjrn6gjynzEklk7UjxTmnpFi5tsyzLxcSB8IyyObTZNImoqKt6nkx23aUmTM7g2UmBkMp8P2YDet7qvMnAEzLIJ11E4dCKQI/SkqgKq8HoeLff1Xgy7/fTFvToTtMqbSD4wzN7hg0gC9uE9wgVc0kbY1Go/ltp7NP4oeKiW0G5kGuf9mMxTVjZCKG0zWg+NpPiuzZXenuFhD48Ngqn+kTDC5bNjT3yLENZkxM1vdHVhb52Z29SdN1nMijp7Mu+/ZZvLQRLljs8IErmti0vbMa5EqOIfjQ1c0HtZZbpsAy4SNXNbFjd0hPvySMFbYpaMkb/NmHW/nlgwOsWu+hFEztsPi9dzczrlnLxGo0RwrtTBwnhBDccJHL+afYbHo9JuXA4pMs0u6R2whLqfjZAwM8/FwZyxREseLsRSn+6IZWDAM+98972LMvqE61jnwIvYh3XTOOJ9cNHSeKFBs2FWlusnAcA8+TbN/cXdfQHUcS3wtx0zZSqoY9flLCEy/6XLt8bOm/sVi1MWo4WTyMFHu6JFPatZHQaDQnNqqyhI61n+7ul3zvLo8DfRJDJEGpGy9NsWjWkTPtSil+/GDInt3FoTW/uv4a3PbIQI0zMcjezogf3tFLOCL7Xi74yIyElMOKNQGrNhl85sPjuO2hfrbtDjENWDg7TRAbPLbGY9FJ9kFt/HMZg7//9Hhe3hywa3/E5HaTxXNdDEPwx+9vJYoUUaxIubocVqM50mhn4hgQRoqXtkpe3SVpycHZ8y3amgQFT4EhWHayVZXt2743ZvWmmFjCktkm86YaY6aex+KBZ0s8sqpMGCXXAIksXi4tmD7RYs/+IUdiEBlLHnyyl3POGo8YMauhrz9CCEEcS6Ss1xQHCP2IMAiwLbuaxRhOFENX3+GNp7ZHsStKJbWwGo1Gc6IiFazaDC+/ljQKt2bhgpNhyriR71N8+7YyPYXamUE/uM/j8+/P0NF6ZDbN3QXYtbe+DAkAAaWy4uXNPmEE23aFTJtoYZmCp14oNRwkp6Skd38fpmUyblIrJU/x4wcDigMC200ENzbujNn4ehG7skO58rwM1y6vd1hGYhiCJfNclsyrV/WzLIHVoJlbo9EcPtqZOMooBd++PaSnkNRsKuDxlwPyOYNMxsQyBFLBkpmKUink8ZfjaiTnxc0xC2ca3PhOZ0yHIo4TYzJyobz3qRLBCKGMIIJHVpc5abJR50gMsr8z5H2XuNx1b7I5D6MkRCaEQJE0O496v1LRtXeACVNaMcTQ1O9BXBtOnnl4X7vzT3XY3enV9Zs05cQRM6AajUZzPHhiHby8TdLZE+IHij22YH+PxQcuNGkfEmVi625J0UvW/sEm5iTYI3hqbci7lx8Zmew4Ttb1hsJICoQh+OZP+7lwTsQvn+3GEPCH720mCFXjqdRCAAKv6FHoLdI8Pp/0NEgD06LSqJ2cb9AW3vt0iYWzbOZMPbx+O41Gc3TQO6+jTKEMXf1DzV+D2/1CUSIrsyViCc9vkTz6YlyTEo4kvLgl5pl19dJ5AP1Fyb/e0stNX9nPTV/Zz1dv7q6RRy2WGzsLUQTZjDma1DiQpNbHNxtcuNgkDmN8L8Irh3ilkHLRayi5p5RKJlTHMWEo64yPZUJrk8HSBYc2wXuQM0+2WDzHwrbAthIHJZuGq5Y5bN8TJyVWGo1Gc4KhFLy4VbJzj0+pLIljhedJdu0NuG91rST2QEkSRZJyMSCKKvMcIkkQSrr7xxgK8SYZ3wStre6oCoSDsuEK8HxFyVN8++e9lLyY0YxMGCRDT4v9pep73LSFk7KwXQs3bWNaQ9uTMIQnX/QaHkuj0Rx/dGbiKFP0VcP6fqWSjMJgNqFYSpyLRvzsIY9lC22MEWpKf//9bg70xNXoz6YdIX/33W7+6TPjyaQMTppqs2F7vSPS0WZyxTk5Hn+2DzkydQCMazFxnWQhNw2IR9xAOpumr2ugmi0Z1BSv3Fl18NHwj41rNjjnFIfLzkqG8O3vibn90RIbXwtpyhqcv9hlxz7JptcimrKCy5elOHMUp8MQgo9ckeayM2O27I4plhX3P1Pmh/cUESQNeZct0A6FRqM5sZAKOruDukCMUrBxRwgM1XF2tAj6+wOclF2TuVZKNRzqeagYhuAD73D41wMperu96rVVEgxDdmDYZ6IIVqz2sCpTSsMgqvoVfslHVYyDGuytE/WS6LZjIuPKUFSo673QaDRvHXRm4iiSqBqN/vrwxTMpIWpM4Mf85239Nc+t2xbQMyBr0sgKCCLF0y+VAfjgFXlce6iBTwCODR+5Ks+8GQ7vWt7MSCwTPvXB9urPS+Y6VaWp4dcqECgpk4V+2H+BqgEZjmnCRae7pFxBZ2/M332/j1XrA/oKip37Ym55oMSza336ioqd+yU/uqfEPU+PHokKI+gsmnR5Nmu2C9JNaZrbsjS1ZRGOw/4eSaF0eL0ZGo1GcywxDPCDxpYgmQ499NpLr/pYjlW3CRdCsHFnXPPew+WkiYL/9fvNXLSsiUzWxnFNDMPANBPnZnDDP4jpWGSa0qSzLqmMQ74li1KSYl8RvzzUf5HKppCq8dylOJaYZiI5blkGpikaZsQPBqUUu3tintoYc+eqmNuelqzZqo7o70ijeTujnYmjiFRU5yCMxKqU6AySSo3yv0IlE0Jf2BTQWwSvYlD2dTUu5wlC2HUgSXHPmGTzpZvGcc6pKSaNN1l6sstffaKNRbOTWtrfe08b//tPJ7NgdopxLSZLFqQ589Qc3/l5N5/5h130FSSTx5tMn2AyPF0tjMHppom3pIZ7TQrGTchjjJC37eyVfOOWIlIq7n6qjB/UZ2ySOtnkySCCe5/xGhpWP4RfPq14aoNk42sxJU9UjI7ANAWplIVhGqzaoCecajSaEwcBpEapAnWsJCgzyJNro5ps9XCUgqJ3ZDfKzVnBJ67KcMWyVCITPlJmqnI6wzQwTKPaZyGESIaNtuZAgJOysRwTy7HINGWoz2skyoBqsDS4kgJZszHk/pVvvtSps1/y6+diVm1R7OtThLFCCskzGyU/WkGNJK1Gozk0dJnTUcQQSaTftgSuLZk9OSKfVvQWBeNaBGk3ougZ7NjvoDAwZECEzWDeVwB9vWXiWDJuXJZbnkxSwmEEKcyGkoGuDbMmDzWpTW63uOn6+gzEIAtnp/i7P51MqSz5/Nf30F8Iq9mOnv6Yb9/SxbQJabbuTlb2QQOSyrr45QClVE2Zk2kJcvkUkGRUyqWw+rmBkmTDjohXd4YNS7/qfn8G7O+JmTah9mv68mvQU1Ds3hsCAscRNXrkpikQAjr7tJHQaDQnFhfM7uGRDc1EcijAZBmS8xZZVeehq18RYyFl2HCuhGlAPn1oykX9xZhtu0Ja8ibTJ9ZnPq67KEM2LbjnqTKFkiTtCjxfYhgC2zYRpkgcCWDQwzCtRJUw35ojChJVwORBTW/EII3Kb4MI7nva5/KzUwetcBhGirtXS5qyMFA2KAfJ5wwBrU2SvV2SNVt1TFWjOVy0M3EUEQJyKVgwy2Tm+DKGSDbI4yt7+0Ba5FKShdM8Fs9Ms36yxX/c2o/rJgu47yVNagsXtdDS6lY3zIahCCIHx7WIZVRt7jYMyKQNzl6UetPXumJVgWJ5RNmUUqx6pcwnrs+Q6DgN9Uhk8mlkLPFKAaZpIKXEcS0mzxxfXegd1ySKklpZhaCjw2HtHpMFJzfR1hmyZVsZ3x+9FCmKwTQEsVQ1BnPbPjjQGSEluG6SjRgZ2RJC0N6qv94ajebEQSnJovEHGJgaser1cQgUEsEpE/tYPi8FJFnlnkLSFN3d7WGYYsTmWnHVOW5lXXwz51b8/P4B7n+miGUKpEz66/78Y2205IdSIkIILluW4bJlGZRS3PlsxHMbJZZt4KQswrB+TZexRBii6kQMni/0Q7ITckgp8by48vzo1+gFybRr5yBFnR5fl4ifFDwDLxyyE1Ilz6VdxaZdMF37ExrNYaF3W0cZ14Z5k0o1zdWD8xcsERNhYRoQxJJzFmf44V0FSt5Qp1lLq0Nzi1sTeRdCYFuKOfNacKIiL2/yiCWcPt/hA5fncZ03H5HasNVv2LRnmmCbkmwKCiMyzBOntpDO2NUGuihS1dIrw4DJExwymVT1fm1TESuBYQomdDiMa7N5emUfUaVuVQxrwjMMsGyTmx+UGEKy/BSD8xcl0S3bVPiBIpczEUKM2riuDKOaOdFoNJq3OkpKhFCcO7OLs6Z1M+BbZN0Ix1TE/nigDYCOZpBKMHlqE50HSsRxkhkQQrBkrsM7lr55WdiVaz0efLZUM5do14GIb/20h7+5aXzDz6x+VfL8ZoVUyRrbyJGAZP03EEQj9LxDP8IwBZZtY1qJcmB7C/T1KTp764+Vz4ia8uA34pUdkqYcNY7EEALDhDFlDTUazUGhnYljgGqw2xUCjCRkj1TgBxIhLL71hXb+/vs97NwfY1sGM2bmMUaJmliWYP70DDMmu6QcwRnzLFpyhxZimdRuYZlJNkAYorrsJoPgDM462eLBVQGWkXxlslkbx03+PVj6ZFmDDgVMm+KQckVls68qBkqQJukVEUJgWjB/Xo516wfIZk2CcCgqlXJNck1uNevy2MuSlANnzjNZOA3WbBSkUwa+P2QI8umYeVN8mjMxXTtitu/1QKS4+FQ9yU6j0bz1qYpboLBMRWsmHHwB0x5qpmjKCk6eBlv3m7S15qvPKwUXnwFrdypMQzF9vCCXOrhgyn1PF+v6B6SE7XtCuvti2hpMoX563ZCc+RttyUsD5YbPDwZ7Bput+304aaZJ90vlmkCRbcF7Lj74EidIeggLJUilGl+fUon0LYWDPqRGo2mAdibeAhgCspUGbMs0+OIfjGPHfsUdq9SoUXeA/kLE/StDwiipkb3/uZAbL3VYPPvND/a59Nw89z9TJNuSTmRrI4lhGLgph+/9ZoBYJobFtBS2bSSa4pUMim0bOE6SJTBNA9tWuE7iSAShqhmcF0ZJg2E2nUi8trZYzF/QTD6XGKogkHT1xIyMIoUxPL5WcuY8k7mTBE05A8uUjGsLCEKBNGyyaZNC6JKJPQwD5k8N2bpH0VfM0pzV2QmNRvPWRhgmwjRRUe3CL4Qg01w7AnvuVINdvUNZAYCMK7l3taRYTjbf7a0G558sOGnCGweZRptLZBiCkicbOhPDs9WCxBaMzE4opZBRRNRA2zWdrR/IKgSkMhZnLsmwcbNHoSTJpAxOnuMgXAup1KiN5yOZ0SHYsFMxsWHlbzJUb+t+wUk63qTRHBa6UvAY0JKz6xKsSkGsjGThdJKppcXyUOykKZNs3sPG8+pQCnp6wmTKaCQJI0kYw08fCg5JnWJcs8nESU2EgST042oDXBgLopiqU2OIRP97OGEoCcNKg7ZIGs6FSOZojJzADeAFSQZEqeS/2bRBVLEzKdegPh2dUKgEtoSAs+b4XDxvP/MmFrFSKSzbxI9M+ss2Ww7kiaXAMuGkSRHb9mmJWI1Gc2IwbsY87HSWyvAFLDdF2/S5GNYIIYod1DgSAsme/ZLuXvB8GCjCtl2Sh1+SeAdhE85YkKg0jcQyYdL4+rjjq68F7D9QO8C0qTVd6Y1IfnYdmDze5KPXtZHPmTh2RcDDEbiuQcfkenEQpRLlqvFtFuefneXKS3Jccl6GiR0W3QXFzs6DX88vXmxgmdBfkDXXmagRglJJ0KvoQ8kf40AajWZMdGbiGDBzYoZXdxUoejGCyjA3ITCEgaEM7nhC4gc+sYQ5Uww+dKlLSxZsE8plyd59ES3NSYrbdpKIfmdXQLkUURgYGgBk2QZtbSm27IpZOPPg/tdKpdi2R7F+e0TfQFQ91nAG0+4AqbTdMM0cBBLbTqawFvyYOLaJJVXjpBQ1zd1+AJkUlLzEQVFK4fmQTiU1sY0GFLW3VM4VRozP9AHwWm9zRRlq8JqSeR1hbFTnfEShZPiwJ41Go3mrYtoO42bMQ8YRKIVhNc40j2g/wPNrBTQgWf/2HFDs6pTMnjT2GnjV8hxPv1xmoCgJo8HAEPzedc0Nm7l/cEcfPV0xjmsT+BEym0h0tHdkOHN2UmbVlDN4ch3c9mgZabqYTkzaliw/LcVFy/L86MEkCDaIENCSp+p0DN7D4PKuFOzqVsxo56AY3yT4xOUmD70g2dcbkcmYibS5hFiKmmbv7fth4bSDO65Go6lFOxPHAMsUnDw9T9mP8UNJxjVxbIOd+2P+/XafMBpaODfvktx8r88fvztFGMfs31+mtS1Nf0Em0Z5ikgmQMulqHr75j0JJZ2cZODg1p54BxXfvDij5UPZigiB+w8/UaYsPQ0pFqRjQ3GRVjNpQhApUZZp28u9Ywp4DlR4NwdAUVBTnLjR5+pW4xshYJlyxNDGGfZXaW6Vgf59JsZxMD7dMyGcNHCcxEqE0MIVk7lSdgNNoNCcWhjm2eZ41AV7aTlVmu9S4JaGyTibORGdvzNNrAwplxSkn2SyaZVXFPfIZg7//dDsPryyxdovP+BaTy8/JMn1SvTMTx4rX9kYgYN+uPhCCaLxkz+t9WCa85/cmIKXib3/ksX1b/4iZSILHXgzIZkp84OIcv3kmolBO7mNcM8ycbFSve1AkXajEUUnsydCxglDRW4R8GtJuY9s0oUXwu+cG9Gx9hRe7J7OxfxKNst9jmDaNRvMGaGfiGJJ2TdLuUHTo0RejannPILGE1/dLXtkh2bXLo7UtXaPkBEldahAoWtoy+F5U4wTIWLHnQMjCmaP3TUSx4pUtAb9+IqAUJZNMe7rLlYzD6OnwegnCYSjFa1u7aGlNM3lSriojO0jtsQXFkqo2V1ejQyopgTprrmBmh8kjL0q6+hXtzYJ3nGYwvSMxMlJKlIJNezMMFIffF/T0S1qbjervouibNGd1VkKj0fx2sXQ2bN6TrJlhrIgqfW4jUUrhWDFrNiluvitRFowlPPtKwIxJJn96Q66aecikDK65MMc1F+bGPLdhJFmLSIq68dVRDCVPsn2fYufOgYbDVWWsuPvJEpefm+XzN9gUy/Cb1TGZlMAQgw7S0KSKSIpKTbZi2rhEpe+RFyVPr5cYIrmfxbMEVy8zG87dSFSyYHq2m80DE4hVvU2Y2THmLWs0mjHQzsRxpLtf1m3dhYCmZoc7V8YoNXqoxDSTTXg27xJ0lWpeu+X+ImkHzluSqfvcrgMR//yDHvxKY7RSYDkGpQGfTL5xRmNwwnWuKUW54ONmnEpPhGSgu0jgR4RhjFLQHSsULaNft5HU0XqjDDKVMplIOmuiwayJjTMK+WyKvV1FXt2Xbfh6oSiZ4EJvX8T5S0a/Fo1GozlRSTuCG5crXtkJa3dIevuMhoIdcaxIO/B/byvVlI/6IWzfE7NyfcC5p7w5KVkhBNMn22zbVV+Pahrw/AafDXtMwmDogpRSRGGMUhIhBJZtsmlHwNmnpFm5BYq+SSQBJekrCGI5NGCuJa/IZxSmgKnjDFZtkjyzXlYDUgBrtytSdszlZ9Zva6xUGhC0OiUW5Hfz/IHJeH5FstaAGU2jTx7XaDRvjK7/OI7MmWoycvhnLmdhmMlCahhiZNCnBiFqJz9btkkm65DOufz4gYDHn691MpRS/OtPe+kvKvxgKCNQLgYoBcX++h2+QuGmLBTguBZeOaRzTx8DvSVe27SP7v0DFPrK+KWAwAuIIzlquZQQiSNhGGLU/IcgaeAeC9e16fdcGMXZiqXCjYsURRsI/RXXaDS/nTi24PSTBDPbE1sxMjGRPCfwvMZrZRDCs6+MovLxBsyd5tCwXMhIlKH29Q6t8lIqvJJPFEbEkSQKY7xSwP7ukO4C7OhM7FnJg+7+QUcieUgl6O4X9JcELVkDqQRPrqvttYBE8W/Vq6phJkQIg/zkk0AY+IHE9+Oq/ZMyEffYvk/Pm9BoDhW90zqOLD/VTjbXw9bjVMqsOAmAqG0QG46UQz0KAK3jMozvyNHUkiabdWhqTnHrUzHf+FmBnv4kerRrf0x/YWwlDN8L8b2QwI+qGYnAj5CxIgpiHNcgDGM6d/fVN2srAMmWLcXKgq5qXrRMqs6PO0oUKJtK6l/HQipBWWZHdUia6KdEBsuElsbJC41Go/mtYWp7UoJqWQa2LbAsgW0LbNvAtaEla9Fgj11BsXlnQKH05lTvli5I4dqNnZTJE1wyGROjUj4VNpD1U0rxs/v6ef7VIa+gkfpfgqC/KDjQr7j5IclAsVadaZBYQjTKbUROCysOLGb1/inIBmVOK17Sqn8azaGinYnjSD4j+LPfTbHsZJPWvGBK+1AmwjAMOtptgiBCSlWRsksecZw4ElEkkVKRzbkIQxBV5VmT4ziORVfJ5h9uCdix268Mxqtf/E2zfmEdlM4L/Bjfi5CxpFQKaG3PIyqvN8IvBYShYsvmARxLYYhk+FJTVjH8NLmMqImiDd5bZ7fP5l1jL+qWkTTbtbfKusyNGfuc9OJ/Y/pFzp3HQeuRazQazYnKjHaBU2mTG8xYCyFQSnH5UpOC31imG2Dtqx5f/3Evn/vGAX5018hm6XqUUry6w2fLa2VmTDRrHArHhivPyzK1w8QyBbmmpHRWjpSZqlyn70U8tTZAiOScsiLcMRIDSd4osHl7wLpNJXr7Q/r6guqso0GaKyqII5FS8cOHJFv2mtQKgwzRNTDmbWs0mjHQPRPHmeaswXsvSupVpVJ889eSMFYIIWhpMkmlBF3dMYJk860AQyiKxZA4VjiuhYwVfnlwUQ1JpS3clF3drFu2yd//sICBahidsi3B+BaX/Z0+pglRNKQQwrC+6dCLCbyIydNb2LJub8P7GXRW8jmDbEoxXBo9HHZcwxCMb4Wyl5Rc9fTGeF6ElPD9e3z+8sY0TaMMmhNCsGCqRckPMQXs607S4rnSHs5Y/z0mdz7PpjnvJvP0L+Hq9x3c/wiNRqM5QTEMwYcuMfnJI4n9UCopcVpykmDJSYK/+Z6P7ZiEI0pQlZJEkawKgTy2psy4FpOrzm+c0o0ixT9+fz8bt/tIqTBNgeOYLF2QIZ82+POPtDJ3epJ2bm82eC1tYRhpyiVvVG2PUmmw5EiSdWOKfrLhH45AcXXzk7zmjucnXQsSNUPA8+LKoFQD24QrzzIbBsy27IWiR439E4KazP+4fN3HNBrNQaKdibcQ2/YoSuUY2zFRShFGgrRrMnWSiedJtu0oE0XJ6hdXVsXB4XLD8coRXjmi0FdGKkUm6yBMQRiCaQhMC5CJPKvrJAOJ/ufHW+krxPz1tw8QRnKwXDWh4lAEfkQQSizLwE3b+OURoS4BmaakRqlRq0LKUZXBQMmBhRCkXOjrDymVhiJMSsHqTSGXnD56R9y4vEF/IcZEcvFr/0Xruoew1ND1CCT777yd1W2XccnZ+YbZF41Go/ltYXKb4DPXGWzZA+VAMaND0JYX7NwfI2XicDiumWQeVPJzMmshqJS0gh/Dz+7r54IlLk25+u3BnY/1s2GbT1AZghdGCj+I2LPP49QlRtWRALjmTEVPn83ajcH/z96bB0l23Pedn8x8V519n3NhDmAGg4sAAQgiKZAQSOqkKEoKmSutZUmmGbS9tkLe0O7a3g3F2rGOtbURckgr2dqwpfBuWCFRokWKlyReIAmQuK/BAANg7rvv7rrfkZn7R1ZXd03VEICIG+8T0dHoqlfvvSrU5C9/1/dHFPl0rrQXQKEUAoLdoxkdY/FFzLELpb5NvxSG66NTFGTK/sIiHzgwxddfnOw9b7KMa/eE3H2TZOfU8GKL1bodmMEBIIRleiSjaAxzsx2ePCG5fndI6OdFGzk5r4T8X8wbjLVwbgW+eRS+fdSloptNTZIYNmoaYyzGGE6cbpOkLrNgrNuID0sdu3Na2s2YNNXozFDf6FBba7sSKQNKCd7/7oj3viviVz5S5V/86hiBLzhzKXULrtiSgL0yyrNjNGNqIuDA4RmC0Ose022ujgIqo05BanVND6SSPQWF0CCF66cwxnJ5MWVltT9VnWmo9feOD5CklokRweNHE+zxZ/ocifb8IZLxXZz95P+DjkL++BsxzfaQKXg5OTk5byN8T3Bol+DW/ZLxiluAA2+r904IgVIS5clesEgp2Zc1sBZ+7bcWew7Ddr7xUGPgcWvhzMWkt1nX2vInf7XBr/27BR58aBndiRmfiHr9E+4+wA8U41NlLHDrfsWeiYRq0XBwR4tioAGLJw07xzvcUj0DgCc0N5bP420T6YhTl62fqF69pHWqKlBDdjt7Z1MO7NBI6RQSa23Ng8faxGneP5GT80rIMxNvAK3Y8tSLGc2OxXgeKw1JZqCZbKVe09SSppY4Nvi+W6C/LyxgDYVSBCbj1kMRN+zrj/wvrGjSIQZECDcBO/AEd91S5jvPC4LQ5/BtO7l03k2ithb8YGu2hTGWNMlQhf6vWKAgKrrejPOmAAAgAElEQVReh0ZLs74xuMkPfLh2x9UzCesNw5MnUhCCD9zp0z49iY3PI4BkdI6LP/0vsUuPg1RIYGrc8jdPpHzsPfnXPScn553F9JhgtCJYXBsUzLDa9nrttpNp+PIDdT76gWr/41fppxCiKwjSsfz5V2vc92ir53Q0WoYkjfmXn5zhwaMpT74QI6RHGHn4vuCDt3lEgcB0PZ6Roubma7YGCEmbQUNA9zYFhsAXvSy9VILnzlnWvpLxqZ/whpY57Z2FahHWGvScHl9o5idMn5MhpUBry5PHY37g+pdQAsnJyemR765eZ05c0PzB59tgIQgk1+7f6m0olyRLq7qvjjPNoNnSQ1WdpJQYPVyGdZg8q7VQGXENcWLIcKOdMx6+J9DJ4MWkhJ/9YAUrlSuDwhmP0Ymyy5IYS9xOybrP3Xx96HoehOnphQssBicLay34vmJ6LOPyytZ1hICpUcGh3Vv3d2FJs1Y37JpWvHBO86ffiAG46VrXtB586Kcx/+1ZlE5Yv+0nsbL/a62UoBBBo20pF/KG7JycnHcOQgj+wU8W+O1Pt2jFbqb0poCGvkp2WwjBg0/HfPQD/Y+/79YSX/xWrW9eBbi+vMurln/+BzVWl5oD9ipJ4bPfaPC//YNJTl0q8tSJDCVhfETywDOGbz2TsGdWcGg3AxkEYQ2Rds5FZhVn9S7i7vwKJzSi0AYW1y0XVyw7JgfXeCEEf/deyRc+d44TnTGM5xMUXcP3lddTSrDWzDMTOTmvhNyZeB3RxvKHX2r3VDXGx1VfKZCUgp1zHpcXMzLtJGOVtNTrwx0GqQTlUNFo9D/faSdDS6D8QPWkWb/wsOH6PbYvinPTgZCpMcWl5aw3DEgKKBcl//unxvEV/N+f62CFjxCCZjPD6w7KkFJQKAW918xOyt61pLJkxkm6OgTGugiRFgFjY9BqZWSZJQgEiVEkGWTa8PufaXJp2aWhMw1WCISUCCF46gVnsXbMH+KBg5/iB174Q+Lx3bimkH6MgbPLhsO78t6JnJycdxZTo5JPfCTi9/7bVt8ddKW6t4lsbKeRDG7KP/rDIzz2bJul1YxOYl2GQENxxJW3ppkdcCSK5QDfV6w2DJm27J1T7J1TnF8y/Kcvpb15EacveeyYtJQLBk+5YJUShvnmMQSQWsW6HeHp9XmMTfEDSRR6IMAaZ3dW65Ydkwwl8mH8f/4liucucf+//irJ7PhQVSeXYcmDTjk5r4TcmXgdObvQP7FTa9f/sK2UlDCQ7NsdcGjOsm8Gjl/I+PQ3hutvSwmZEVRGwu4UakOh6NNqDA6fEwJGxrYmYncSuLxqqLUlT5xw93XjHsH/8vcn+MPPNzh9GTxPcuPBEr94dwu9dIw//M4Ul1cjJqZ8jDHdfg6LlP29FVcmPazddCS2HSPA96BSEmw0oFTy0F0VEq3hyCnDw8+0Ob+or2ics0hlUJ7CGHjimOWZFy3F6bs5NflerhUtJoek4qWCRm4gcnJy3qHsnVVMjUgWVk2vwdnzFVJslRj1oTyS1DkMmxQjyf/563M8+kyLY6djpBQ8cUqQma2g0qZzopRkdme1J1MrBPz7zyR86iMB5YLgm0/rvsFzxgqeP+9x+/42SlmUhDi2PF+fI7KjrDBJeXqGm8qG5Q3RX84knS2dHbt6G6iJEzoXFgBIy6PojmSjbhitXnGchelqvjXKyXkl5A3YrzPbt7PrG9kQRW3H4V2C0bLgXQc8KoVBXewokoxUPVzKGoJQuaY6YGbniMsSdBujPV9yzYFxqtWg7zzfPQaf+67hxCU4swh/87jlP33ZsFjz8AJXe7raUnz2QUWtDedWI7QRrK60USJFCtsra9o87+Zvs2069dW6PZSESnHzdW7gkpRukumJi4YXzmZDFTiu1EHPtEvXZ1ZwZr2Msf0TtjNtabQFY+X8656Tk/PORAjBP/pYgQM7FVJszQqqjBR6tgOcQ1CqRshhHcuApwR33VLilz86zsH9JdfAve0aUdFlqMen3HOym0kGwUYTvvSQq5Fa3uhfx31lee/BBuUwI1SaUGnKkaE8O8pDjcO0wzEO7xLceI3c5qBs/UgB8ffQ2ZBhgFd2BifIXNnUQ0cFS2vu+UxDJ4bHnhO858arKwnm5OQMkrvfryO7ZyRSAalTjrjxUIjnGYzZWow9CXcfFkTdtcxTgl//+SKf/XbMkycygkAyNhp2F2dLo6l7w+sAl53wfWZ3jhAFXTWPUPUGGHmeotHUKAkvXuifFppqSKzACgmY7mOCc2sFzqwWkcKiuznlj7xrlc8/OsZ6S5Flml07I5LEEgaSSlnQTjSlsHviq3hM1jLgLCglscZwfskglcCXEq1NvwNxhXfiec7BiCJFraF5/HnJ4YpzItIMLixAYgQfvfPl/7/KycnJebtRLUn+8c8UWdnQ/Mb/dZHUSEYmylRGCr3hqEIKpBDsm1N9WYlh7JpWA7OLooKPEpZC0R9ohjYWnj3jFv3d04KlddtbzndPJUhhryj9Bc9arp1tUS1ZGp2AetPiK8Fg37jgmdOGnZPDS1mFEOz7Z7/KE0tV9h8a49RFS5rCw0cFt0zCw49AJ4WP3xv1SnRzcnJeHnmo9nVEScGv/FhE4MHenT5RKAg8QehbfM/9TI9Ydoz3v64UCUqjETddX2R8LNq2QAsqZaeglG1ril68WGP5Ug3Pl4TRlrrFZqrZ86AYiqGbfCEE/hUa26kRvLBYIus2Uh/aGVMMDD926wahZ/GUoVpRTE/6jFQVkW+5sCh4/iys1qDVdk7DlVOzrYW1Wv/1pYRCUVJrCwqliELJp1wNKZaD7v25Bjklt0ql3n+LTyUyWOua0pstS6sD9z1qefCI4NyiYG5E4Oeuc05OTg4TI4p//T/MMD8Oq5fWSLsd1VJ1swgC9s6/9II5P6m4bqfXt7a64aovvRl//81eX0lsKXK9EleipGVmJAHggWPwnedtXxCsh4ClGnzrqOXiqh2wNwAj//gf0vnIx1FRyL5rQqanPIqFbn+fkNxxQ4Fb9uXbopycV0q+vXqduXanx2/+cokvP2V6C64QW30Tay1ItYu8bLKwAe0E4mTwfIWCh5SChcU2WWaor7XR2jA+WRjaXCaEQEkBwjIs+GKt7csCjJQFhUhwcaPkutyA2dGMwIdJP+OX71nmxUshqybCCh8pIPAt7RhAcm7RnSfwYc8c+J4h9Fz0qd4CbSTbvRprodUyvSbBTUfI8ySFooeH5lMfK3HykkFruHGfYm5CMTWm+Nx3MrZP29tMvwceXLsjNxA5OTk5m+yYCfi3/+MOvvpIh688mpEZ1zuxaSMefNZw77stpeh7Owaf+EiBrzwSs3YeShHsm/d48lhK3Mn6glkAWMsN1ziPoVqCctGytGoIQ8VqU5FphjoU2kqW6z7rTUhiBpq8PU8QhoLlumCpDk+egut3wgdv6RcZOb0sMWqrv2Ni3Gd8zOLVBYf3evzgQYOS+bYoJ+eVkv+reQMoFVxGYqu+0zIqakyrJSwS056BcgVrLacW4PETlo36ZuHRIGGoGB0JWF5qoY07KomHy8luTj99117J46eGny9JDL7n7vOmPT5YEMJneVXz9LGYlbpTWwo8CDzLDbs6tNJLPHBylkIkuLRoSWLXVK08gbCaUCSsrvtcMwdSOnnCahEOX2N47rQkydyCb60zDL4v+mZeCCEIQo9f+OGILz1iWdoQlAswVoXZccvpJYFUoDM7kFovF2DfvGBx3TJecaVjOTk5OTlw9AxYoVAKtu/jPelEQ67fc3UFPGsta3XL7YcCjnYkv/BzVS6vaJ58rk29FrsGb+kCZpFpUqHBew7O8gefb3PigiHNLH4gKBQsoxVFK/Eoh1kvY7Ep3tFMFEv1gHbbYq3A92xPnlYICEPRnYfkyDQ8d945FDu3qTtdGWDT2nLiVJvDI4anj8U8fgyumVV84icjAi+3Ezk5L5fcmXiD2DMJxxfAWMsh7zhzagGJG+bWPnERPbOHL5/YxdklBmpDt2cUiqFmz2SH8gHNF79pqK27xxv1hCw1SCEQcnOj3k39ZinvuaHAoT3w6W8ZkmxLHXC2mvHQxYTbboqQGb2ppcbA6KjHoQOSc4s+nbSDpwxSwLELAX/z1Cg664CFqOCRJBmrK5ZiyWd8IkQFIdfNp1ih2MwcSAnCwtyE4czClsESQhCGknTIMKXPfsf2Po9aC/7qUXf/C2uWMPQwviFLbS/Z4fswXpX87ud0T0/83lsldx7MJWJzcnLe/mSZptnuIISgXIyQ22qLTl7MOLuQbWuS3sJYelmJExc0X38iYa1u2TevuPc2n2bH8kdf7lBrui38bdOG80uakxc1QeQxXlLEcULcSfj54EtcL1+gLYv8x7/4JA0TkXS6AS8j8SdCFmqSxXqIFJbD83UmyhnGWoyFU0vlXnApDFz2OewOd90UGhl43xqev9jvTOybhmMXtnr1zl/s0Im7/YFd5+TUJc2XH0z46PtCcnJyXh65M/EGccMuwVLdIjp15tQCntiWd7CGYycanF2ypHpwlbTWLZ7lKOO2vQ1EdzG96VpYXIasuyieeGGVHburVKshCIhjzcpyB4VBygJz44J/+lHJxVW38H7toRaPPJOAhYkxBUtOKaqTCpJUYoFKVVGu+HzuiVlu31ujqOKuI2Fo1jpICUniVKYAkiSmXkvYf6CCtmqgtEoIl+4ehlKib/K3lINNd6mG+5427J4RbLRcz0QQghSCQlFhjeXianemRfcj/urjhrGyyEufcnJy3tasbTRYXFkHRC9gtGN2gnLRDS/9wgMd0tQQhv1robWWclGya1rw2PMpf/bNpLfZXlrPeOJFNxco3iZZnmn43c+02b0z4sCBKpm2TJQz3rP4eSbWXsSzmsfsIRLrE7fdQl4d8dm5o4Dq9Vk4A3FyeQRBjWpJE6iMMBCs15xM7VYPoMtIOFnbIYPq6JddB5iowM274emzYI1lozaYwc80PPxcmjsTOTmvgNyZeIPwlODeG2Hl9DJqY7CA6cX69FBHQgiIQtCp4bq5FkpBM/GpxRHVCUvgr/aasbPMcObkOlJCqVoAnHyeUpqTFzMO7nZqGzsm4NKy5okXnMHYruCRaYjTTUOzuYhb9u6OeOKcYnk5Jk0zFs45fb3xqRGuXNi1tiwtxbDXH/pZDElA9NSnthP6YmjjnTZwx3WSc8v9czw8aUnNoGJUquGBoyZ3JnJyct62xEnK4sp6d7PsVJO0gadONBkfC9gxLrm04pTykkQTBNuytdby8x/wMRY+e3/SN/HaWDenaBjj4z6ZlWDhpt0tKqrF1PPPIa1bmC8yj1EBQZAwUhYcOlgAnF3LtKXeEljr1vnL9SLlYrN3/0pZpkYyJqtuQV+tK5ZqHuIKKfBNlILrdw0+fss1sG8GzizBE88Mfx/DbFJOTs7VyXdTbyBCCEqRHKp74QnNsAkNvoLb96Z8fN9jjBQz4kxRiyMsAiklH/zAGLMzW/Mk/EAyO1fE21b/aQGZNvvOe+LC1syLJLW02m7B7lzhSGz+txAuBR4Ekna9QxgFRMXwqjKwzUZKoyUGokDGwuLq4IuUgpERr9tYJ5kcV0xfZSCRlHBgXvBz75OMlbst2AJuvEbgX6Waqda62vSLnJycnLc+G7VW33rbiH0euzDP8ZUxHjku+OwjsGeXy1BobWi3U+I4Qycxt06eZ6Z1hMvHT/YFaLYzrCevUvawVjBdTSiFGl93QLh1OxYRG5OHmZwK2XNNhUMHK0hJr6fCU1Atbp00NR5pt5dOCst1O1PmJzSF0FIILbPjGQfmYoSwzIy41/vK/VYS7roOZkaHG6RKAW7cLbhmdtCmCOD63XkZbE7OKyHPTLzBBGMzxIvne0pJmxyqLnC2PTW0X+KGsQXiFYtC00jKfTJ8hYLi/e8dJcs0tVrG5LiHMW7BPnlOs7oB0qaMlzLqbTi77BbeKBR9Mn1PHe1w126L6+ceviDrLGN1sYW1kiCUVx1OB25w3vklybW7NJ4LXCGAJBOuSbubg7d0jUpVYgxY67Ip99zsDMCffKN/aqqv4H03SJQUXDsvuHZekmnL/d+G992ueObU4BQjIWDvbN5cl5OT8/bFbrMp1sKxpUm03bbIWyiUfCbGUlbXM3bO+eyds9xdfIJAJOgNg6dX0HqaYXHHYX0Km8NKp6opSkIWVjBSIU3K/SMfJfbKKCkZKduB1zvZbycFqw3dTIpFSctkqUMQiL4yWSWhEFpGS4b3XK+YHYMTl1z2Ze8MVIsvvcb//D0hv/OZdu9v33PCInmJU07OKyN3Jt5gVFQimt9H5+LJ7p5dgLVce/08yxXBoy+642S3L+Jn3iOgHSOwVPQal8zo0POGvmBmyvUuSAlrTUV5JKBUBSUCvnBMYaxFa7eR18bvDupxLsF6zVBvGjq+JopcvW0lSigGmlRLFtYEx47VMWZLvhVrscaCpK+ZTwgYGw2ZjdZI0iptJBKBa4cQVMvubaeZu1fVLXTV2jWMG+DmawRKSX72hyx//ahhrQGFEH7oRsl7Dvcbuk21Jk8JPnib5CuPmZ4DIgSEPvzQjXnkKScn5+1LuVxgvd7CWksjCdD2ys21pegn3HWTZGkjpFTyOKSeJxQxSjg7UFAZ142u8sL6eJ8jEnhONnxlw6kqSek29y4o5gJBigyk5dKNP8n48W9xvHAzopulUGq4M2LZetxTUPRdMGi0ENPW0cDxUsDeGc01024w6417XtlnNDeh+Bf/fZH77hO861rFnmnFndf7FF9CDjcnJ6ef3Jl4ExBN7SQYnSKtrSKEwKtOIJRPsAijFdtLM++eBm3hWydG8GLL45cmmJqxzExZQpUxEdUpeAmJVix0xtnMKDRj2e17cI6DwXOhKgvt2OU1fN/yI++xfP1haG4FahgNW8RU2DXWxFNuNoW1UAnh1LTk/OWt6JcQgizTKCWRrqMOqQTjExGZEVitmSw2WWpXnBMCCGFoxhKLk4PdxBhXaqW1M1JxJigql36+frfCGPuyppTecZ1irCy4/6ih3rJcMyO4+ybFSCk3Fjk5OW9filFIpRRRb3bcwNFtqeNyEHN4cgEl3fq9d0Rwtj7JlFnqORKb/PT+F/jM8UOcrI+jpCtN/dDtPnff4vOtp1IeO27xQh8PibWS0NdMlDoAGBTNiX3UR/fBC1trbid2Dom8IuEhcEGkwIdApkS+HpiwvR0p4cDsoBLVy2W5Zjm7JPA9wcfviQhfYuJ3klq+9njCo8ecBOIdhzx++NbgJSeF5+S83cmdiTcJ0g8JJ+Z6fz97Hl68CEIKNgdSX1qzPH8OVlerZGmJqOCjFPhSs7uyjMSljp0mhu2VP7Xj/sFwju4RXecgTaGjQ3723phaE7QGvQqTM5ZW2sSTW0PuNutb33+nz3/9y3jzdN1fAmMsaZo6WdipEkIItLF0RBHlwUy53Zum7UlLOxC8uFDoDZkTAjqxJek2+XkKoit6t1+OI7HJgXnJgfm8PSgnJ+edgxCC8bFxnrqgObeiej0OgW+4afpSVzJcILAIDNdUl0g3fCLivvMEyvDxQ89hD7yfRuwxNSp7m24/9PHC7mwfC9oKrptsIQVotsmAK6hEhnrH2aJGG8pFXMBpK7FNnEIUQb1hODS+gkeGRGNtRpuop2S4iRQwPfLKtzHWWr7+NBw77+Y3zWr4z1+Bn7rTsnNyuG0x1vJ7n21zcZvQx9ceSzl2RvNPf66A/Fs6NDk5bwfyHdablKNnGVAu6sSWODZYC6NjEdWqhxYe42Gt50hYIDOSueIa88UVSqqJZLBv4EosgvOrEdYKRsqC8RHnlQiscySGfFN8BaOV7nFC9P0oJSmUgr6IkRFbzoKvLL5y9+x7hoe/u8iJ4zXqDcPKmqHR1S631pKklm8eMWT6e3Vl5OTk5ORsYi184TE4u6ywdkt29brx5W5TtAAkxiqaaYET9VnOsofY9kdujIUNO0qhELBzSvUciUxbHj0+OCR0spxghmwtdk0l3WZrN3hucRWaLXejzWbGcy+2eeFUxounUi4vZuyoNIjoEIiUqt9i0l/pe28AnghoX0VZ6ntxasHNm8gM3d48p+D0hUddn8Ywnj+rubzarxiYabi0anjhXC7/lPPOJncm3qTEQ/b/7Y4lSTXVqo/vC0oFmB4zlIOk50jE2kNbSUf7GARjUYubJi8hbTpwPmsHFTniTCKsJrJNhLUYa8mGSNSCs0dJOnzhFULQbqbb/naSs1deL80szx1P0QYuXWzx4gvrtJppb8CeMW6Y0LefMfznv9IDcrE5OTk5OYMsrFuWa7A9Kx16GeOluOsAbJvX4GVEKmOFaR4Xd5JZibaCzCraFHnW3siZ5f619+zS8Otu9Wb0243RQsreOc3kiGWkZJioWiZHDIFnePixDc6dayKFC5bdNLfa91ohoKw6zFU1jZbPUyd8vnM04JtHBL//BcPRM0M0w78HR88xVKXKWLi4Ovg4wLlFQzJoRklS91xOzjuZvMzpTcrcmNPB3iTNLFqD70msBc8TjFU0oUzxTIonNLH2uNQcoZFGvehP0Y+ZL60zF66yEI+RiQBlUwSWVmyBoHcNa2FCrTJhXARogYQLyz54IdPVTm+CNLhoTitWV9UbvxIpYHJMkBmJJ03PkTl+JuPBJ7ZO0moknG4kBKFi995xrLFo4zIYpy5m/Je/TnnfTT775xUWePZkyonzKWNVyR2HQwph7h/n5OTkPHvO2YDtiYOxQsywGW9SWCLVoZlFaOOx2Kowq8/yVOke1sUYIKi3+50Jazf7rfuzExdWI3ZPddjS7HP4yhDKhEohQJXd642FZ4+1aLcNUWDpdNym/PZ9jYH3IwQUfcvR07InqKG7AafP3G944IhmYc0Q+HDnIcXdNyvUVcphrxaTEnDVHo3RsiDwGXAoAt89l5PzTiZ3Jt6k3L6f3uRmY6FW164525OY7uZ6trDBrsIiYBEWLnTGaKQhFtFNa0MrDVhqV5iTJ9nbeZxFNU/J1NiRneJr4sMsiRnAKW8cKp5h0q73jE9qFA1TRqSw0dKMFtPeQptqwfGFiH374PiJ1sD9CwHlig+4Xosb9rvppZlVZNo5RN94xLKxYbgypiMETM6UWVtpUa/FdGcW4YeKx5oeR06kHJhXrK4lXFjKiBOn0PRnX23yP/3SKLtm8q91Tk7OO5uNukGIftW6zGzahv4ds7Gw0VSkgO95rHnT7G48Q6NYYlO32xpX2rSplrd7CsDgK7GtNMhyfi1ibqyD50HPobCWVAvOnEt58WyH2Wkfa+HchYR6w3kG0nfzkT50SwffGxxaCnB8we9lFKy1pOmmxKzlwqqTEm83Lfc9qbm4bPnFDw4flHr9Tji/PDiczgI7xod/nrcc8Pjc/TFXxs88Bbfsz21Ozjub/F/Am5SRInzsB+CZs7C4ARsblk6CW6AFeKTsKiwitylvrMQV7BWVaxbJRlwkygpcm51kV3YSAIMkwaeSLZMJnx3hMjdXz2KokBnJM4vj1JI6G1pTrShW2wVWmwESTZwJmrHE99wmfnLCY30960WafA92TMG7b0iotTXV0Qi/75smuhrigkLJJ4gq6NgNTCoWfSojERsbCY1a3BdBSmPdjYApjhyPyRLdm24dp0Bq+Y+fqfF//KOrWIOcnJycdwDWWubHY9raoxEHveDSaisaOg/IWsGFjSJSCaZGDb51fQ9auICQwAWUHnpR8wPXBnjKKSC99/qES+uSdqpQ61CNUvZUV5kOm6jKLMsbBm0NSkoePALHz1iMFhw91u67vvIEBw6UCX3Yv0Nj436HRwhBVCySrAc9+Vin6AfbMyBCgO8L0tTw/HnD0rphanQwW31gDp6/CGcXnUMhAE/Cj962JS1+JaEv+Cc/W+T/++sOi+vO8EyPSX7pw1Gu5pTzjid3Jt7ElCM3xRPgm6HgvqcMSkmSDKbH6wNGwXR1wLV2GQ0pXdTEAqK2sXUcAmsMP3X632ATV/IkiiXSkQ9wMSvx+RPXEieWw5XTLKwbllYNe3Z6BL7CoPB8i4gN42WN0QWKLctPvTflxHlox4Lds5ad0yBERqo1x1crEDvlpkqUISVs1MHzBZ5VIDwoBlQFjI96pKnmwjlX1yuVawYxxpVGpbHG8xVJtxH9SlY2NCsbeTNcTk7OO5cLS01Cv8PBWbi4XmCpHqGNoBolNDqSUmR6BUhSwLOXR2klAb7nJMNLeoMzxcNYIfCkJfCM68lL4cKKZs+0x+lFzWLNMD/aoZNI1usGT2Q8fn6chY2Iu29s8u7rZnr35MsmJ86mSCUplgKyzGCtpVgKuPl6j5lxAcJyacNjNCgQiBhFhhCC6ugYo+MTzMcWecKitcGYTSdiy5Gw3RouzxNIYbm0apkaMopJCMFPvNtycdWVE6+fgb/3fii/xHyJ2XHJb/x3RWpN50xUS3lZbU4O5M7EW4Y7DioeOGqoNzU3+Cf4wNLXiS430VGJ5s7DpKOzVLwW52vlvoZpJWEkjLlFHcGIALKMemkG+ewjZGO7KU1W8AohJAn6xaf5on8vcTKYAj9/MWPfnq3+ijixXFr1WLjUYGGhTfEuuO0QXJk+z8yWLG1mYKPtMVLIiDzVm3S6ibWwXssoF0F5Lj0vhEt3K6nQ2riheC9BHiPKycl5p5Jpw3Ktg+3Kru4ca7NzrE2om5RFnQZl7ju+k5FCihSWtXaINhJwCntxrIlVkTPRdYSeW3MvrijiTFANMxQJOyYER8+0mSonnFwsstwImMkkdQoUIsvJpSLXrmbsnN+6r5sPlPi1n4/5d//vBpPTJZSSlEuSiXGfMATQSCHYiEsoYSkHXfU/BGNBiaV1y/3PaEB0B5oODr4T3ZIsrQ2tjuGPv6p5bJfkR+9woiUjJZdR2Tx2xwTsmID7Lr+0I7Gd3InIyekndybeIhRDwa/c0+bod45xZ/tb+JmTe0WaH+MAACAASURBVPLadarHH6G+/3a0me06EluLojaWqL2K53toQkykOD12JzP37GNq+XnkZsdCFHFu+gfpLAzfrGeaXg1rvWHYOWk5eSHl0qU21sLjx5wzsb2cyRhYbpW2nUVgLFxYCzhzPutzJHr3q2Ft1XW4bTb1bf5WSrLZYRGEkjTRmCvOMTWmGB/Jp1vn5OS8M4kT3QvCbCKtZpR1EhkSKsNUucNio9DLZkPXagiB8iQv6OtBC2ptqDUFo2VLKYJO4vHMOY9q5yQHgw7F5jrjXsizwR6SFEy3nCoqKs6ulrjjinsrhB4f+5FxFuqqr2k7M5ZaRzFa1FgE63GRcuDmXVhr+fbTCd99FgplH6UEaWrxvKvMgzBbjdyZhqOnDUdPx5QKEoTgh25S3Htr//VzcnK+P3L3+i1EKUi4y3wXX/TrxgprKJ57lsutKsOG011mFmOFqy8NPK7tPE2ldglxRetzk1JXZckOZAAsdFPLhvFKxr7ZjIJt90qNHnjKORRJ6kqsUi04tVphoRaht1UdWSuQQgyt2wWwxhInUB2JqFRCwrDf3/VDReALytUAz5O9yFTgQ6kg+NTPVF/yc3wp0syysGZodXIZ2pycnLcWga8Gmpcj26KXNbaWW+aXmK82kMIgsERexlQ1RilBphVuayBox4Idk5ZyAcIAqiWYn4TztRITyUWW20VeqE9TMnUKcnPYnSDwJcitTHaSWX73M01++9NNzq8Om1gtiFPB4oZHJxWkZmvIXjsWPHDUJzOgu6VRm2qAV75Pa90spmG0Y+tkxo9oHnouL4XNyXk1yTMTbyH8IIKkPfQ5FTdJzfCIvEWg/RAKLkvgY7FYjCgg43bP/ZhSqxht0HpzYBxkmUYpiVKCxVXDzfsNpUAzWvbItk3VsxbufxIuNcrMz0ZYsVXe1IyhFNmetKw2UClJNmqmT4bPWkuaGKR0g+8QEIQKqQTtVoqUgoPXVSgUu40glFhcjFlYiCkXBL/598tEwffnH3/7SMZ9T7t6YmPg+t2Cn36v10uN5+Tk5LyZ8T3JSClgo5n0NuSbgSPPpGjpo6Tl5vkVbphdoZUEXGiMsNou4UmDNhal3HyfiSp9A0uFcG5GM5ji85ffzXJSJbUeEs1u7xySBNN1IvbNbb3wiw/EnLyoyXR3Xt5QBJmB1YaiEmnW/YCxYsKx8xFe4Gxbpi0mNkgJWbaZndgyIsYMBsI22XQ80gy+dURz1+F8+5OT82qRZybeQkSlMsaPhj7XUWWGx/stMyw4R0KI3o8QAqt8rNpaUC82Spgrao+scRmJQiQpRhB6GiVh96RHKbR9kSHPE8zMFLFCcWWGJE7dwDpXLiUYqypGK6JbFuXOYbpOzPao1aYcrpSCa6+rUCgopBBI6X6mp0OmpiNU4LO0/vI/y2EcOaW57ylDmkGSuR6P585ZPv9gHsXKycl567BnpsJ4JezJpiYiBEBZjWcSrHX9aq3M58jSPEutMtpKMuOUmaST6cAbEp8SAsJAsNR1JAAMbsp2K1a9zMEte7fW8QefTXqSrhsb2UsMHxU0OopW6tFOJMcXCoiuzRJCdKXRu314me37uW6H6AWopBSUSh7VEZ/qiE8Ybb2Z5vCYXE5Ozt+S3Jl4CyGEwL/57j4HACATHk9X3s/B6DRuY+5WU4nGI+UHvEe5sjG6e0Kst6XD/cDadV0RwH6sAaWg00qYG1Pctj8i9CVHjjX6BtlFkeoqbAxciEzDet0Qp5v9D3DdnKXViGm3MpI4HWq4NilXfCplhbxiCJGUgvExDwHEqeH0guXJk5ZUD6bAX4pvHdEDuuOZhiOnzFUnfefk5OS82ZBSsHumwr7ZEqHQCCFJRIRBEOiYKG2y2ow4vjrVnVi9fWq1oB57FEJz1XJUYyyZHYzsWwTawO0HbN9avX1dvXgp7g5h3cqAWwud2JXJWicoxUZa5unz4wMlUb1+EGOYH3f9IJVQ83fer6gUJUJuzjnyUN6WExIEkiBw55qfzDPNOTmvJnme7y2Gf91tCGHpPHk/MuuQyCJHqndztnQTPxX8FbFfRWUdmjpixGtyKHmCouhgbHmgnWLT5bBAYjzq2fCsBziJ2bNnYq7f6UqlFtbhth/chTaGlZWElZWYOM4GNvvgNvVr6ym1umXXvMRYy9JSwpGNlCSzKGVIYoPOLEoN9yiKJW+oegeA150K/o0jglbiomLzwJ98y/Jz7+Vllyg1rhKtEgI6ievLyMnJyXmroI0F4eRSm7KKbxMC20bajPGwxfGNGYbp323GYSQZxnh9pU7GWNJmGygPvM5YiNsZd17rd/+2XFo2XDOrOH5BO3nvzPLssQZzMyETEwHGiG7G2p0jzSAKXAZ7o8VQoQ6A6VHLiXMxUrpMwx9+MWOk6hEEqmcnrsxySwW+Z/nxO/OtT07Oq0n+L+othhAC/7rbSXe/m88/oom16u2whTXsLK8zaRa6LgJgJ0iTNtKkAybDIvhm5w4Ws0nSzGIYXs4jBMSx5uC+Ar//lylxCkIJKhVF6HvMz3vMzRVIEsPaWsLYmE8hdD0HceIMTLnkAYbT5xJX12otpWrIWCB7TkKjnpJlV5Y6uVS7knLoXAlrLZ2OZvecotYWvWOshMtr8J3nLO+/6eU5E3umBc+dtQPRuNCHcuFlnSInJyfnTUMh2hYBEYJUhKS48qeJkQLesiG7Sq+dFDBTbrLSKpHozYFFoJt1amsdPBkNZCeMsZRCaCWwtqz5oy91aCcW0003eMpleyUglSJORK9pOtMW35MEwZYqYKkgWK/ZgbVfSTh9KXOlU9vM1up6RrksCaLhak1CwI//gMeu6bwoIyfn1ST/F/UWpRgJPnyrx2TVlTUJDB0RUc7W+kuVhMCERXRQ6h7lqmEzK3m8tp8XNmbYaHo0Yx//KpH3clmRxYZEBhQqHuMTHpWKYm1DY4yl2TJcXjIsr1kajYxyZKk1LLU6NFrQbFlabUuxICmVnOEqFj2CwKl6bDZclys+xaLq1fkq6YYE3bjfJ/AFq2tZXxnVZm3u3YehkXgDBkcbN0H85XLvbR6+3x+n8xX82B2D5VU5OTk5b3aiwKdSivoyukJA4HtMTYwwX64xWAJrCT1DqFKUhOlyE5k2OHo85fGjKQ89H3DkfJGNuksnWGt663KjnrBnViCw/IfPttloWpIUskwgpEAAN+/3+JE7A+YnFVpbFpcS1tYzajXNymrK8krWS1NUK4LQp6+c1lcwVjJDs9TWQtKVDB9W5motnL6QuIxNTk7Oq0aemXgLM1aG9x5osLK4iMCQJWOUGguYQmXgWCMVVgWuNtWv8lRtN89uTAFgsQgBY6M+nU5Grb610JbLgqkJRaejGKnI3qba92ByTLFRMzTbm+ZIsGeHT6YFY1V6GYd2R7BWs7TahkpZUa9n+P6gPKAQgjDyKBQ9ioFlvW7Y6MDGBfA85zgsLqWMVD08Dzqx5cbdcNNexTeeGW4crpxD8b2YGhH8w5/0+ebTmrOLhrGy4O6bFXtnc587JyfnrcnOmVHWai3WNloYaxmpFBgfKWKN5frpmGbaYKG5VbIUKMNY1OYGdYxFsY+FdcXjJ4sAhAVJoejW+/W1Do1GizDyMNqixw3X7PI5MC84ekoPBHeEEChPcHivz3tv9Pn2s5YT59I+6XCANLWcuZBx3V4fKQQHrlFMRJajZwyegjuuU9QbltMXr/6etbYo5bIem3bGGjeQ77tHYrS2/MKHi6/Gx5uTk0PuTLyl0VnGxrJzJASQBiVapSkK8TrWC7Y269YirMXTsYu6d1Y5sXJz37kElrFyxjV7OyzUCjQTRdAS7JwIabUtIxUxtPm5UBA02s5qFCMolyXa0m16c8cVIos2go2aS52/1KwgKQXtFISUYCzK62bYBVghWd3QjJbgQ7cqkJL7noXJUVjd6J+oLQUcmHtln+lEVfAz78v/WeTk5Lw9EEIwPlJifMT1u63X2xw/u0KmDdXGJe4Uz7E6Oc+FZBqAabnCtFxCYghtzJMnJ7oNzE59TylBksLYeESzmVIpKYoFS1kK7rxZcmBW8tVH0wExC3D9EI2WsxdjRU2cDA8CdWKQNkGogJt2C66bU9x769bzS+uCL3wnHnyhtXTaGQKQwq3jnu9KZNvNlHotAeChowk/fXdEMcoDRTk5rwb5ruktzMb6GsaYvrKcNKzgLV2gWD9BNrUTWygjdYLUSe+4060ZMtO/iBorWG34jFVg90SL8xsVZNtFeES3gW8LV4KkpPu9Il0GwA9cc7U1ggynT+6cB0G5aFmvQZyYnnrHMKdie+OcUlv9C9uzGFIKkgy+/ZyLPPm+q8UdHRE0W5ZO7M5TCuHuG/PypJycnByAeivmwuLGVrOzDJFoJuwKE/4KfekEazGdOkk6SRAIZidFr5cBAbW6AHx2zFh+6g6Ph78rOHsh5dhJmBkT+MpJbG8n8GD/DrV5+m2X2vrDqTVBQMw1sz77hvQ3TI1KPnRHwFceTciyroahtejMkKWGJM5otxR+IPE8hdaGuKO753dqgut1S/HqmiOvGs22wfcEgZ/bopy3L7kz8RZmpaZZ6kxiraTsNal6TYSA4tIpvE4dtb5IdvDWgXKii50xtB3edLfR9hCqTKRiGonl3FqK1pZSUYCBSsVjaqxf2ei6PXD2klugk2zrWto4Z8L33AKeJCmedPMoPAXDyla3q4b0Bi6JKzMiIJSk1XF/t2N3jUoJRiuC6TmLXoaP/bDIh83l5OTkdFlcbfRt4tuFCWidhcAwoOokBIudMSwwMykI/P61uFp2/RBKwh/9dcpEZjl2BvxA0DqaYQHfFySJcZkND/bNK/bPu0X+wJxACkuSbsnEKiVQCoJA0o4lC2sJF9d83nNQUS3039+P3RVx4z6fbz8V88BTTm52c2DdZu9EuRwQFV0/XaUKcZzheQoBLGzA/NSr/AFv48T5lP/ypSbL6y5dftN+n1/6iRKlPBuS8zbkNXMmhBAR8C0g7F7nz621vymEuBf4LVzzdwP4ZWvt8dfqPt6unLiccaY+2utVaCchtazMzmiBrQ4GEFnmMgvGuJkSUjHit5BoDIMOhadEt6RIumh/xXLmXEq95p6/vJhwueIxPxcyMQKhb1EC5qagnWxedQtjrctaKINnOtx8MOTyRsjquntO660shZRbxspaN4Ro2LTUMBjst0gzeobtrusljz/08iVhc3Jy3lhye/H6kAypPWoWJinazlDp8L3+Oe6nSuAPqiNJKaiW3QwJPxT4QjA3G2ItTE34lCNDqeDkQBoty+4xeN/Nfu88v/cl6MSadqs/fVEo+JRLiqmRjI2OjxXw2EnNPTcMbld2TSt2T0sesAZ7RX+c7b7fgvBdiay1+L6i1cooFn2++JBhtCxek5645XXNv//TOkm69diREym/86d1/vnfG3nVr5eT80bzWrrIMfDD1tpbgHcBPyqEuAv4D8AvWmvfBfwx8L++hvfwtqSTWk4v6q5qU3fzjSQ2AY2sQHtiNxaBLVVdeVOWIqxBJh1ks8Y1hQV8z3Dj1CL37j3FXTvOM11qcMPUMrdNnmZf8QKVICMM4Nz5dKCRrl7PWF5JWatDO3bXTzMxcNwm2kA5SGl2BAXfUAgh8sFXLnPgewKlBJ5y0SshLM3mlkzsJkI4FavgKi5wJ3aOif89ht/l5OS8KcntxetAdMXiWcw2iESC3RwEtw0BVFWTnaPNqw6vUwq0lRQKHkpBIXKPTY0aqmUX0PE8wUhFsJZKXrzkznT/c4ZGMxtwJADa7ZQkzhgpaYQ1rDcV601oXdFfYa3l2HnLkyf7Z1EIAaPjEXM7KoyMhS4gJTZLZ529iuOMVMM3n34FCh2vgPsejwcay7WBi8uacwuD7zkn563Oa5aZsG5lanT/9Ls/m+OZq93HR4DvocmQM4y1RlcW74oV3iJp6gKdyV2UL7+InZpzTcybCJd1eKE+w09cexIlNJ60mCJcM7qBsS7aZC2Meg2eNLoroTcY4a/VUkaqPi1PEAX9sxnS1HDk6WUWL7cB14h9+GBIvRnRaAuEhV/9sODxE5bTC1ApwG0H3JCidgzzE/Cv/iglySAMlZOMjQSTY4rtd1NruozEJsZYKgVBIXjpz7AVW46dh2YHdk+5n2G65Dk5Oa89ub14fZidqHDywkov8FPK1t26l6UIdcXMCAtfOz7NxU6BinX/KwIPRiqyF+mfEsvclD7MSLbMw2aEWfMspwoH8br9cpsI4db9x09ZpkfgqZOGZnNr8c4yTbvRwVpLVAjZqAmWGiHaCqwV1FpywN596VHL8YsQa7/3fqLIIyr6CASdlnYBqLLXvd+t126WVa3Vr+YmfX9cWtZDh+1JAcvrhl0zr8llc3LeMF7TngkhhAIeAw4Av2etfUgI8QngS0KINlAD7not7+HtyNUj7xbPJhSefww7NsWwVMEDK9cSzpbw5UZvse//7aT0BJbIS4lURkcPDqDQ2km1WpzRCTyDNgpjLN+5/xKdjkEq1W2mszz3YornZZy+PIoXQDEUvO+w4Ja9mnPLGYsbhtGSYu+MT+BL/tnfKfI7f97C9w061UzOhQNqUtWyZXV9W/OdMXz4lpdOS5xftvzFg+7jyQw8eQpmx+BnftCi8nkSOTlvCLm9eO0pRD57d4xzeblOJ86QuB2vWLyEnZ5HqK3188+e3kG7spvqyJYkeKot63XLaAVG7Dp3t7+ItNqpJ6G5JX2Ekm3ygv9uCmq7/bGUghQyyzNnQ7CgM3ftVqPD+kq95yw0a21ajYgHnqyyb1+IBVItaHSgGLpjFtYtL17sDsCTgp27Kly+1CIqOEeid1UL7WZGqeKDtGTbshvWWjIj6FxFUer74cBOj+fPpn3BLnDZiZ0zeeo85+2HGDbY5VW/iBCjwF8A/wT4V8C/7RqK3wAOWms/MeQ1nwQ+CTA1NfXuT3/606/5fb4WNBoNyuXySx/4Ss/bGZwKChA0V/ACiY0TZBSgG01023Uq2yBi1Ztmaswirpq4hs3YfydOaKZFUj1YDScl3aFzdKNQhiSTZNrQamV9C/p2lCcoFDymqs4QdNL+8I0AiqHsqTp1Eqi1u5v8Iac02jkz1oIUlulRd9D3+tyXaoPN3wKXIXk5WY3XmtfqO/N6kN/7G8c999zzmLX29jf6Pr5fXqm9eLvYCnj9v4NZ3EYYg1ldQYyO9jLZ2gqWWoXuPKD+19hu8KhkGyizpRLYsIqycOW3G3K854AIYfHl9pofS6ol6zVAQHql5FMXz1eUil5v3RcCxkvudyuGerv/eJ0Nt4ngmsKFcKqDWeaazTffV+hDKJuv6uduLFxc0n1zjoSAQiSYHHl1q8vfyutWfu9vDK+FrXhdnAkAIcRvAi3gU9ba/d3HdgN/Za09/L1ee/DgQfv888+/Dnf56nPffffxgQ984FU/b71tePxk2kulWgvX71SMfP33MSPjvPBbf8LIgQrJ4gqbxZsGSXbDnYz93V/EE0NEwI3BCtnTZ33u1DnKSZXPnDpMZiV2W4vNjh0FxkYlUggkhp+4aYPPPFLguRfaLF1uIuXggrk5QOjue+b55Ifgu8+3h2qRz44qDu4Ie3//5cMZa63BBkBjLGsbhtX1jCyzfOLHg55SyNU+94V1y6fvZ/h1x+AX7n7jMxOv1Xfm9SC/9zcOIcTbwpmAv729eCvbCnj9voPWWo6fWUQnMZPxOY59/Nep3jjH+Ed+lPDAPh47U+Xh5F2MTwxqpxpjuWFqmdsbXyNMm73Hv5uM8oPBOik+90U/ji6OoZRlT2UFJfv3GcbCb/9XgzaCxsb/z957h0l2Vffa794nVK7OeXp6ctKMpFEWkhBKRAGyyAYDNtgYY98P+14+h+dervM1z/Xna/B1DoBtiQxCgABJCAWUwyTNjCZPT+jcXd2V64S9vz9Odaju6p5BmoGZ0XkfjUZ96tQ5+5Sq99prr7V+q1jXCYjGI1x+VQcNDcEOjyHhslVwSR/sOqp5aIeumccnJpwFdXYQmLOe7giRiERrjdIwMuLgqWCuNw24oecJbrn5dT/9B7kEE1mfex4p8eIhl4gtuPGyCLddFT3j0e/zed4Kx/7z4WzYirOp5tQGuFrrSSFEDLgV+AzQIIRYp7XeD9wG7D1bY7iQScUkr91kM1UMGrU1xgVSQtmSyOIkldEMbrpSU5kmUZh9KxD5qaDD3NwcWaUwC5NoaeAlGkErhFJc0jhA6/o8j48sZ9KJcbzcSldXhMa0RIog/AySl4YivLQ3j2Hbi0YlICjOW98NFVfXzSmFoCZkLqrio7SBUeeymUkP19XcdOms5OBSLDWPhxlOISE/H0J78bMlVyjj+QotTSbsLiJNBiozwdi/3x283nkjlRsvnukkXYumwS7iWglst7BgtpcoiiKBV4GOlFPtUzTvHAGdzYJDx5xFxygEWPZsSpCvYGRSQ59gXQ88tLP2/EhE4nkLd4mEgEQ8iES4nkCiSaVMMlPVvhPARA7++l5NQwJeuwlWd71yY9CcNviVt56fO9chIT8tpxVvE0KsE0L8SAjxYvXni4UQp1LV6AJ+LITYCTwLPKC1/i7wq8A3hBA7gF8CPvXyh//qRghBY0LSkpIYhkAIgUw2BvmrhkDXWa2L7CT2+EliY8eCHCHfBeVjlLIkju1CFrKgFYZXQfqBrl1PPMu7V7zIe7qf5fZ1J7l8jUMq6gXpTzooiT44Fud1VyeJxkyE0AuUQbQOjNK6dSmuWhuoaiwWEzPnpZT+ZHuZqUl3pmhOa41Smmzex3F9lO9z/ZbT84tb00FYu949t/Sd1iVCQkKWILQX5z7lijszR3tGFDNWO+n2jm8jO1kBgrnc9zWlkqJU9tEaciWDvNmAFrXv85GcNPpAGpwYgoHRxTeNrrnUJBqP1H1NCIjGbeI149IcGNA8+EKJqcEjvOOiQ2ztGiZh+9gmNKYN0vH5DfCgs8Oq2sdgnhdCEItKEvFg+eNWU2WVhkwevvccHB762WRshIRcKJxuZOKfCSbxfwTQWu8UQtwN/Olib9Ba7wS21jn+LYJ82JCzgHnR9ZQfu4emLb342dGZ4gCtNaWxCoV//Drx3/8I6VSR6Gg/fiyFcCuYlQJKGOT2HaMYXc2K0gGmfU2tFMr1OPY3X0EdHSJ31VuYfN+nQQQNIoQAXwmMaBRDlulY1sjIQBY1pzDBkII33tJIS5PFPU+7HBvSKN+kszXogVGoCBqS0NOi6O2ZXe0rrSk7mmMnHRrzisbGoAFRJuORK8x2NP2n77m88UqTjcuX9o+FELz9as3XH68aEAVCwsoO2Nh7hv9nhIS8OgntxTmObZsz4hgAWlgIZmsXIk6WdQe+x0DyDtJNUQpFXd2kCubQp0pdROInyD64jRVvuRrLL6MRDEVXccxdxvV7/pobO3t5xH4XUuQW3F8KwRUbk3zviSItbe30HxpFMO0ICFKNMbp7UlQqinJFM5n1MWQQYdh9wqZZaNoTFda3OKxvy0J6NV2tBr4f5bNfL1NwBbYlaW4yiVabxE33MtJekOpk2xLH0RhmbT2ep+CxPbCq8+V9tsNT8PhezVguqMHbvFxwyYow8h1yYXO6zkRca/3MvJz1UCz5HETHW9n11/fR+4aLyb80hV+qoLUmNwTR7j6iMsfEkEN7g2SsGOW+/g0cLrbRYue5tesg6vgRqDzNSPEoevUG/EIJd2ycg1+8n+LRQSSQfPb7jG59K5meS1AaIjbEopLhSU00AgiLm27pQlWKZCYcUkmDvt4oZrWJXEta0ZKGXBF2HtQ4lcBIjU1Jjo0YbOqddQhyRWhuiQUNiDzoP15Z8My2bTCeg68+4vG+m0zWLVvaoehoFPzaGzQHBiFf0ixvg86msCtpSMgZIrQX5zjpRIwRmcWb7jz9ng+hvvQvCEOgfRh+aoxVj/4p5eWXMBXZEKQcWdMF1QLX0/w4fyWXXK7J338/yV/5VZz+3bRm9mI+8s8YUZOGzRfxnusshseTjE/Odt4OIgMWh0YjdHYbSCm5aOsypiaK+L4i3RjHjpiUKx7ZnE9D2sQ0BKMTHlM5TcT2+dHh5SxPZ7mu+xiWKGNkX0IlV2DHk/zWO6J86fGlpb5dr9q3KGYg64grTRYWHjsdxrKarzymKVV7AGaAyZymUBFcvyH0JkIuXE7XmRgTQqymKt4mhHgnMHjWRhXysjGScQqDOfb/50/Y+pe/wti99xO78z00rloLQiIrRcTkGLtUL59/sRVHBYXVo26Klw52kZJXktBpPrrzA3it3Yx85ztY6zdSyc5KZ5y84cOMt2xAVdNTS2UolX2WNZWJRw0iUQMpBT1dNn09C+WRhABD+LQkfdZ0Cp7ZPZu72tAY4UsPw+/cGSzuv/9MMOuL6vvicRPX9fH9IKJgmsYc2UJ44AWPdctOLcl06FiFf/vGGP0DLlFb8PrrUrz3zc1h1+yQkFdOaC/OcaQUrFzWysDIFIVSBevG1yOGj+I+/gjjL2XwHQUalAyWCJYlahbnQgiUht3Rq9i6929ZMfgCY6USllOg/TVbyQ+MMvXAfVSOHadhy1UkV13EZK6M0hrTivK9bREqrsAyDZQO5vGW9tTM9ZXSmKZBoaSJxzWmKTCEZnysjOcppICm5Tl0h0KYGt8pk+nfT8Oy1URTDaxqhyOjtT2Spouvp5ubCgS2Td00rHT85X2u9z0fOBIw2xajWIYdhzVXrhZ1U2xDQi4ETnc79hMEIesNQoiTwCeBj5+1UYW8bISUrP6vH6P5qo3IWJzkf/kdWLV2Oj6Niibw25fx8N4UFWXUKDQB5HSUbBH23hykJturVpO49Tb6/vLTYJm4sQYGrv8gypqf6yoYmIqhZIRoJLjmfPlVCIrzOqIZuuPjdManuHJVhq2rK1CVd52arJAravYPBBuZB07O74ItsG2TWMzEts0FvSeGMpr/8U9TDE8oXjzk1v2Mjg86zerz0QAAIABJREFU/Ok/DNE/ELxedjQ/+EmOv//y6Gl9xiEhIUsS2ovzAMsy6etpYePqLjau7iJ57ZUIKSmNlJFNjTT/wSdoXtu2QBp2Lq4Pz779szSN7UegkTJwOpKdLXjSZGBKcOiZXeS/8QW629J0tzfyradtSmXwPBa99tzj5XKw2nddryrrGtiW7cdTfP35oPtb0CJJkRvqR2vNFashagmMqnnTOmismi/M2iXDgK2rFtbomQZct/Gn+yyn7zE0Uf+1Ygly5dO7jtIat44qVUjIucxpRSa01oeBW4UQCUBqrRcmQYacM/T9xocYbrHx43H8SCLYwp+LEBzPRKjbuKG6qH+qcimv680jrr6CkjAwoxVSd7yV4y+cRPoO/gJnYrZHnq+rvR7KBum4X5Mr2hadJGK4VWMRvOHq9RUmspL+kWDbpuL47DgqaElrDFlfxnUxPFeTzWoqDZp//U6BO18X44ZLa8d6z48mceZN1o6reWpHgQ++3acxFTYVCgl5uYT24vxiOuJgJuOAxmhqoPtr/4jR3MDKPJzcq4D6c6IAHDvFIa8XrGBOdcwEI20bKXTdyljjenxPMyhgxe7jHKx0Bc1NqzYiEpEUSz71IghRGxpTgfkypFrQhNVTkkNjMTJFk6Z4sPnkOw6e55OImtx5NRwYhLFqX6EX+5ntr6ShPeFy9VqLhrhg/67gWCoGN2yCdd0/fYQ6aJ5a/zWlIbVQZbcGX2l++KzHU3t8XB+aU/D211is6w3tUci5z5LOhBDidxY5DoDW+q/OwphCXiFCCNrvvJOJPU9Px3PnnSBJRhWFRVT5hIDWJokyLFyr2iXIjNDy4feS2vICB5XJUut7z4OKAyAwpCAZDWZYU3jYM47ELJYJW9c49I9YaILmQ3sOQ1va59I1kuf2Kbw5oWhDQlsjjE5R02FUa01xzkM5HtzzaIlrt9iYc+QN+wedupO+ZQqGx93QmQgJeRmE9uI8x/fRVpSVf/ObtCSmkJVJOiyB6Onm8eEVM32C5mKagkJB86K9mQ52UYi1sb/vdrSQaGliK4U2BPmKxVGvldEpH6Vnc30sS2B7gsqcLtRKQ9xWWLZECQNDCnyl6eqOY8gSo2Ozc7whNWN5a9aZ0JIf7pDcfgXYJlw0I6ohiOkSX3u4EkTApxxeQrHjRYNP/1oLmX54x41BYfjLRQpBU1KTyS98LRWrryI4l28/7rHtoD9j08az8B8PuPzq7YLl7WFNX8i5zam+oanqnysIwtQ91T+/DizZaC7k54uqlACxMCoBoDU3rRzCrFMTaZoS0xQ0pA1cbc7Gm4UEKUldvJ7XrBiGOsKuxpw1eL6gyeZgYBRe6oc9RxTooPMowPC45tAJTakSXKcxSaC6oaGQcyiXPHYe0rzuEollKLQK5GC11timJhUXdDUL4pHZEHch5+DN66itNYxP1R5btSxSV1nD9TRdrUvP+KNTPk/uK/PwiyV2HclTKod1pSEhVUJ7cR6jxkdpfs+dtK1uDuZHEfRkuKzlJG9ZeaDaeG523jcNKFQV9SbTq/GFwdHu16EMG12ttZBSIAVYpsLTBjHbZ77tiMUMojZUyh6Oq/A8hev62LaBZQbvl1JgGoKu7hiXXxzDrhaD+0rQlgzSVT0l2D/VxqFBQaE8L4rha774nSxjo+Wg7sJVVFwYzfg88FQxGOsrcCSmedPlAnOBydUUcgX++ftlCuX623CliuaFA37N5hgEUfmHXghtTMi5z5KRCa31HwEIIe4HLpsOVwsh/hD42lkfXcgrQgqNdl2EaQaaeNNoxbXJfRT7ytzbv27msGFIIhET2xJ0dZh4QxJPSUxZXYwLiTJs1jSM8fRIHxVHI4VGIYJO2HU6VNvOFCNOGssyeHov3LpJc9d9ivGpYEi+D9dv1WzamODSzQl27y2QmfTITJQxjDhf+kGZY8crICSmZeB7iiHXJ19KEomYWIbgLVcLntheITO+cKL2FaTiteO645ZGntxeoDxnN8y2BK+9IkE6uXhUYv+Ax/5BjcYABPmKwdCUyzVrfVKJ+nrpISGvFkJ7cf6itcaPJUn1dNYWLAgBWrMqNszbL0vzgx3NFB0TrQIlvOloRTolqUzGqUQaFlxbCIhJB+u5+2lviDNi3Ywra3N+EglJT6dJsaCZKii0Nmd6J80nkTC55vIYjz9TYH1HkUQ06KR9JNvCtrEeLBOmipCYc4vjw17dGj7Xg2d3l7llEVfX8aB/FMoutDdAe3rxOg+A3jbBL90MD25XDGcUTUmP3pYy6bjPyESF/+9LNv/9Q0mkrPU4pgpBSm+dnnuMTC7SqCMk5BzidNWclgNzk2IcYMUZH03IGcOIpwGBKOXxks2YygchMCtF4pMnMKXiio2g1yXY81KF4YxESEFXm8Hm9TaGDFTHFRKoTmZaB52xtaKrRdNYHiBWHMZesZJtJ5spzVFtlQI2No9yMNdOYwwKRUU2p/i/X5P4SoIEX4OnPB7fDn7EoKUd1q2N8/SzWQCyU2WeHXGrE6zCnRN1yE6WaetIBjs3OzRvvCzC8eEizpxNHMuALWss4tHaibu73eKPfrOLz98zzoH+Como5M03NnDHLQsN4TSOp6uOxJzcXiQVH/adKLBllc1oVmCb0HYKgxMScoET2ovzDKdcRHR0g1unvEUI0GDhko56TGRn51Mp4KJVCi0tPGHXzI9zMUpZul74KpgWbxJf4ZGr/4R8etnM66vaC5wYsymVFVpJTGvxCTST1XS3SrZsjLC6J8LuUgP7hmK4KljOeD40zlNjitmipu9RzWvR+vcaz8H9OwKz56sgvba9AW7eXLs3N5/2RkFbQ4E1HQ7WnBVWezNctNLl/uc83nhVreJgU0rUVZUSQE9rmOIUcu5zus7EfwDPCCG+RRCj/AXg38/aqEJeMVoIKmYMmzLxwiBjDaupOAbJUpFypIfR5pUUVZzWwy9xx0VRBqOrQSzclTfF3BCrxnYLuMICNBvcHUjDoHvLFUQTJY6PCyYLJlHTpTc9xY6BZpRXobsFHj9aITNWxldz9L8FmJaJ63jsP1Dg9ctjaG0QjwmKJY3j+NVzFxqBuY6FIQPJ2DtvinHPI6WgTETAxWstNq+y+PP/yDOZV/S2G7z9+ijLOwxW9Ub4k9/qPu3PczynEegFxlIjmSpbfPMpha8NNBAx4Q2XQsPLlBcMCTnPCe3F+YYGx0yh3dwi7oBGYXDxyjJWPIGpivQ25uhocACBpyQHJwOZV4mqTa91HVK7foTQCtwKBhVeu/svOXTHH2PIIF1qIJdkx548SglSKZN0CmKx+suTzJTCMhTLuszAZElzxpEAME3YeUxwzWzQnc5Wk7Ymg4FRf6ZeLp60aWiK4VqS8axmcFzR1VJt1Krh4d214h+eChrSHRiE9T1Lf5xJ261xJCB4zr5OzcPbnAXORMQSXL/Z4PHdtalOpgm3XHa6y7SQkJ8fp6vm9GdCiO8DN1QP/bLWetvZG1bIK8XJZii7EDOjGKUCXfseRFcqVBItZFvWkH72B8Tu/SbRJhtrxXImr/0opfY1BHshwcLZED4eBqZWSBTRyhSG9tleXMu60jaElCx/85sRQnDZ2gRb12gO95/k2Ijk28+kUcpHaUjYPsW8h++pumFraUgqlSDMa5uaFctj7H4p6Bq0mECeHZl1fLQOittuuCTCtZttJrKKF7cbmE0mX3moPBOt2H/c57NfK/DJdyfobf/piqxNY+ajmUeQ6uX6gmr/Jzwffrgd3nVtGKEIefUR2ovzDzsWR0mJJ20s5dROXFrjCBstDFrtLBubHZqSHloIsl4aT5v4SmCZGl8LbFVCyaD2TCtNtH8H6W33zVxOAObUKFYlTzHaSnvCYM+zRZQK7ql0bUH2XLSGXN6jWIQTg0G/iUvWB3O5EIGYh23BnhOwqRfSsdn3fvIXm/jMFzLki4pYMkI8HUNKgetDxYV//r7Hx95i0tEkmSoGx+bjKzg4dGpnwjQWsVwCkvH6RuENV5qk4oJHd3oUykHK1JuvsehsDiMTIec+p+VMCCGWA2PAt+Ye01ofO1sDC3lliMlhnP7jRHtaiB7aBspHAEYhS6R/byCR98aLZ86XP/wMo9d/gKnV12EIn7RdZFBoXG1TqAj6vIP40iST1Vye+R7ZaCfLbrl1QSOj7q52/vUBB8+fPX7ghIGqF8OtvkcI6O2JIETgTLS0WEgRqHoYUiCExvPmvgcaGmYTYi0T+tqrjes8ODyoyRU1j+6uzDgSUgq01jgefPeJMh+/I/FTfZ4tqUCZSvm1jZAEYGgfX9dO+BUPRrLQsXjmVEjIBUloL84/hBCkYjYF3UKyPIapZlfSvpAUVITEroeRh3az/JobKCVWM+J1oLSg5NkoLVBa4Cgb0y3Q5+zAizfife9rRE++VOd+cP2mOGZTsNr/4r3F2ft5ikg0QqHgE48bM36N1jCRcXAcjRRQBpSCJ3Z4rFkVqek55CvND55xeO1mk86WwNlobzb5359sZe8Rl68+rvFV7aLe9eCh7T7vu2npxfvpdICIRSwqjrsgHapQgtuurF9fJ4Tgus0m120OIxEh5x+n+639HrO/QzFgJbAPuOhsDCrklWPaNmZmhIQ/iFBzq7o0UoKQtTvzjet6cR/6IrGL1gcN7qoIYKDURFym6Zg6TH7IJNbaxYqbX183yjA0Mb2FD02NJl0dNggoFQKFpvloHXQ33XxRMijJqH7LpCFQXjDW67ZE2XXAIVdStDaZYMWIxwy0DuT/3n9z0AV7aELx9/dU8BVsaAgcB8uSpBvs2S7ZjuL46CKauEsgheDatQZP7PfwZ3JvBQ12kaMTqQXnC8Cp3zMvJORCJ7QX5yHJdAOlUplCvA2Uj6FcfGlh9r9Ew3NfCdQytIJHvo2xciPDWz9EuepIzG6wCIpWEy8Zl7P6iX8gsX4T/sghcGsnQ7O1A7OpZebn7laDY8OBnSqXfZRSuL7k2IkiibiJEJDL+zhOsCklDUFTU4TJyUDBL5f3aUjPLmd8X7PtsMOjzxZ42w0xXn914LRIKehotTCku6BGQQN7j2m++ojDFWsNbEviVWptnCFhTeepP8u1y5K8eDiD7wcqh74KHJ+SE2N1d+gshFx4nG6a05a5PwshLgM+dlZGFHJGkB19NBtZzPnNJNQiyhAaoqkYzsQounV2tsy5EZQwKCV7EGqE6Lf+ntb/+lt1HYm5pJIG3Z3BIj6bUzQ1J5icqODPm8FtS3D765uJRiRKaV46WKajM4HnzS7Y33Nrgve/ITnznrKj6R/RRCzB8jZmHIW7H3QoVjSer9DpwOA0NkYQc3asLFtiWhEm8z6NSyg31aMhIXnjpRYjkz7FikdL2uDkRJqjEws/C6WDYr2QkFcbob04P0mk0owPnkRLA6SBLw2olIg9+8DshlS1hs06upf2hsc43Pt66jQyQgkbUcjR+bZ3Mnp4F+7gcXSljIhEwDBp+UhtS5I7Xxflb79RwPUCqVjLkihfE4mYTGQW7sokkxZOxWdqokgh7zA+kmNZb4LlfalqFBoyGRet4d7HSly23qa1MZjvkzHqKjtBcHznYc3Owx6dzdDcYqN1UBxtGtCagrVdp/4sI5bBxaubGRwvMpxx8XzJut44V6VP0WwiJOQ85WW5yFrrF4QQV57pwYScOYRhEWlvRQ+cQMwVvp6uTp5/vhBIKYhYKggfVyfb4UKalngJH8mg7KF/r8uaDZcvet/lHRIhoL3VQkpBuaIpFIPoQ1tngomxIq7jYxqC3mU2l25OEI0GjsTzOwocOlpBmEEYWErBql6Lff0uG1dYM05D1BasX1b7DPmSZnRS43o+frV4IRYzF9i5aSfoL+4u8ytvirCu96f7FRBC0NFkMv2rE4/A/sFAinDaTzIkXL7q1E2KQkJeDYT24vxACEH64DZyqzajhIl2PayBQ2ilFhZla03b4Uc52XE1FbtxwbWk0HgbLkHaEdr/259TfmkHzpEDGI3NxC+/DhmN1Zy/frnFb70zyT0/qWAnY5QrIIQmZkqkFOTzLr6vMU1JMhnMvYcOTMwoNPm+5vixPMWCx9r1jRw8mJuJcmsNOw643HJl4ExEbcElqyQ7Dqu6UqyIICV2YEzTEHe4+qIIJSfYHOpsPP06OMuULO9Isrzj9M4PCTmfOd2aibnbCBK4DBg9KyMKOWNorckN5kgvS89GEqabO9TBiaYw4zEqriDnxnCUQXuihGUEzeay8W7Mz/wfxr79XTo/8P6613huv0KaBlZV2q9QVGSzFUYG80EPPSGw7WCRPzrus3tfCddRnBh08LzAgchkXJIpm1y2xJ79DgcOFUnEJP/vhxppb67/lRXV5512JIBFdcq1Dor8/v2HZf74VxI1ubY/LaYBb7ksKMrrHw0ciI090DHPvmaLGs+HpiSnjOqEhJzPhPbi/MVwyrQe+AlevJHBHz+HHj1GbFkLdbt8Ah1TeznWdu28o5q4UYYNW8kMDdHU2Uls01Zim7Yuee+1vSab1hkcGgzm8Ol5Mho1icwT3BgayC2QelUKRkfL5IuZmjldiIVSrm+9xsAy4Jn9qm6wXohAu29vv+J9N2tMI5yzQ0KW4nS3ZecmhXsEObHfOPPDCTmTyJYuRp69n9TKyxCei+8GOa9uvoKVmC1YU75POe8g3/wuFIJcJcqkm8AQGssI6hymF+BNyxKUMw6qXEBGa4uYXU/zw+f8oP+CozFNTcVRjAzmg12iuXO/DrqnHji00LGpVDykYZJujDEykMMBKq7mb74yxZ98vGXB+QCJmKA1HRS4zYzHUUQiesHiXQjwPI3QcHJM/dTKTvMxDdjQE/zRGg6PwAvbAlWnjgbN/gGYzFMtMIc3XqbpbQ2NU8gFS2gvzlOiW2+g/NCXsVo07X2NDL60i4beOnOuEBjJBK2ZlyjYTdDUwph0WR45gedJ0jILviQzUSDV2oZpnt4cOzZVf+d/bLREc0t0Zi4vFRcvSFNKIefVBF66rlaK1TQEt19jsnG5z10PLbRBWms0Qc3d333HJ1fwkQJWdgpu2hooPoWEhMxyus7EHq11TQdTIcS7CLuantPY666g+eon8TwDO2oyseswB+96mtJ4jjWfehftW9rBc3FaluH3rQ8maq0pKxvhe0jlIaguxgUIoXCJkV+5lakHvkr0lnczMTqK6zrB5G03IkQSEIxP+sRjklK+Undsohql0FovOJ6ZKON7GsMU2FETrTVuxWdkwmd4wqNjkejEe2+J8Jm7Z4u8y2WPeMIMCs6rRkhrjesojKq6k3GGbcKT++HoaJDypLXmyCAoHRSSGwKKFfjGE/DO12h6WgQjk8HztzfWj6KEhJyHhPbiPMVesQ6nez3O8b1EO1rpftut5HbtIdFUbZpTTZM1GxowolGMoeP0HDhEvKeJifaLafFGAI1WIBS4wmZ826N0XHnTad2/MQm5ssCyNOWyJpt1KJeDxX4m45BKWRiGIBIxKBYWOhRSBnV4xhxf4n2vj9OUqj/Rr+ySxCP1I/XxmIlSioHRWZuy/ZBmT7/Dr91us6zt7DgU+46Ueey5PEprrr8sycbV0dA2hJzznK4z8fssNAT1joWcQxgN7XT/xifJfvcuEB4N67ooTxTAh/5/e5D4vX+NjMdmCpSVFmR2Hae0bQeR9ka8DZGaSUwKMA3FQHQdHYmjnHjkJ1hrVwbvVT5UJtjS7fFcfxOuC8cHXQxjVqFpLlpDusFmarISOCoQ/KvqYMQTEeSc0LJtG3R2J/nWk4pfvk0RsWsn8mNDHvc9WcY2Na4nZu4xMV4mmbSIREw0QbTCrSqCCCHZM6DZeULR1QQbugWRJTqvnopsadaRAChXQKNpbYRYZPZzmMrDF+53sWTgXAAkovCLN1tnzUCFhPwMCe3FeUzyje/BGxui+Pzj5PqfJrPnBKX2brquXg5ojEQCYZhk9gyy468eQBgStMb8yl9Q0HEqRIlQIUEeU7tMRLpJjw0Saz115fJVa2BwArQJAxPlOUIcQaPS8bEyQqhFC6ijUYtbrk1TKHgI4JqLLPb0az5zd5lkDG681GLzyllPQwrBL7/B4sEfAejpf6qS5FAuL8yBcjz47pMuv/62+hKvr4S7vjPOfY9mcdxgII88m+fmq1N85J2tZ/xeISFnkiWdCSHEm4A3Az1CiM/NeSlNEL4OOceR6RZSN78N96nvEmkSLL/9UvrveQF3JMOBX/5Dlv2Pj5LYshbf8Tjwib+kvH0PUms8KfD+7DfwYz0YXbMVZFJA1PQ4aa9C/NvnSP3BbyPtaqWx1mzuybLjRCOuL3Bd0MpAyoUiUkIA0qCxJY7jeHiuQutAYzwaC1SgandjJCNDJYoFk//+LxUuXS25/uIIfV0m+4+5/N03CzOdQ4Pmq0Gv6tYGQTSiGZvy5t1foIGDJ6G1GQ4MaY6Oat54iSBivbwF/ehUbb13xYGWNETt6UhMcLwhCRMZQSY7axEn8/Cv33f53ffWhuNDQs4XQntxAWFFGbjrLvx8HsOCA3c/ixTQef0a3KLL8ft3cOy+F9G+AtcnfukGijJGP6vQCAQaC4dVHKRJTjFydJK+03AmupoFb7pMc+9Tfk392wwCCnkX1/ExDDmjDigEtLbHWNabZvcxH62DiPaL981+7caz8KUfOdxymcnNl82qY7SkBR1NgqtfY7H9gMdkQTM0KfFU/Y0wgOOjp9Nt4qfj5LDD9x6pOhJVKo7mR0/luOnqFKt6z7zzEhJypjhVZGIAeA54G/D8nOM54LfP1qBCziyyow/Z0Yca7mf1u6/gxAMv4hccSnuPcOgjf4jR2oxSEjU6NtMcQQPa9cj83h/R+sW/rV4pkNzzlGTE6GF1TwP5x54nfcs1M/cyDVjVoTg0bGBIUMqgudlmfNyZmZiFgHjSJpWOUMi7GNLAry62FbqOIxGgtSaXC3acntjl88ROh80rBOMFOeNIQNB1VWvobobf+2CKz369TL1WQ0LARBZMS9OYEri+5vlDPq/Z8PKciahNjTeh0cSiC3OApYTONkkmWxteVxp2HVlEujck5NwntBcXCOP3fgNVLIAfTKx22uLg114g2Z2kOOFw/Ae7A0dimvd/GI1EEez6a6BChAGWsYxjiHj8tO/d1y7Y2KM5cmzhrC2EwDAlruMjpKC7K0l3TwLTlAghmMp6QBBVmO5JMRfXgwef93jNZpOoXTsxr+iQrOiwKVU0f/XN+qlP00TPwp7PC3uKC4rKIahFfH53IXQmQs5plnQmtNY7gB1CiLu01uHO0nmKEALrmttRQ0fwT+xn4+++ixf/512gQZVc9GQOSmW0Vzv5yojN8v/2i8QZAQLjkCNNoWIh8ImlDCaHx2vvBXzgtgiZvKBQ1rSl4c++HCPhiKALthAkkjaRaPDVi8VNJsZnc1/nq27MfQatda1EoRDsOqoRwmeh1jmcHA2eZ+tag5GMh1vHPkQikql8oMIUiwrG8uD5gXpH2dEcH/FJxcRMF9Wl6GoCy2BGbtA2F1XixTQXHvQ8yBU1YaJTyPlIaC8uHPI7nkfPaTTXvKmR4WfGeOGvHqF5UxfCEDD9spRww03okW3zriKZooFuDCzpUy7kiCYWNvisR2eTxDKhUqfOOpG08Vwfz1X0LEtiVqXPfV/jztnVV/UiGwTS3UMTihWd9ef0kjM9ZwssS9Rcc+baOuh3NN8heSVYZiDPzrxxGwbYdmgVQs5tTpXm9FWt9buBbUKIBb9RWuuLz9rIQs4oQgiMrlUYXauINi2j6eE9dF2/nsaLV3Diu89y4q4f1+wCma1NiJU9xFcvn1kMR3QFKSbZOZkmZkpwXdx1G2vukW5sQghJcwqaU6LaLVqQSkcwrYWTt20bBCJ8AfOb2k2j9UJVpunjvqcwrYVfZcuCh15wWNkpaW0QDE7UfoUbG62Za05kNd0RjSkVjqd5ZFuFbz9WxpBBDURni+QTdyZpSC4+qUsBr78EHt4N+XK1TmKRZ8nlFz6nZcKKTsmxqUVvERJyzhLaiwsHu62d8sF9M3k+0SabrmvbyBzIMr7rJHKOOlPbpz5CwV6sqY5gTLTRQobJ4QE6V60/rftvXGGQigu8nK7pVC1EIBUb7UzheT7GnLo639dUNUSq5wYN9ubjuJpUfHEnoDER3CdigdYGWvs1tRtSBgN5/oDPdReduW7W11yS4N+/PbHguBSC11yarPOOkJBzh1P9Jvw/1b9vP9sDCfnZETEkl3z63WjlI6Vk9YdvYfKx7eSOZmZC183vvo2MFIg5oQIhwNQuTrFIyYiSywvMnqBbtjQMGhqbSTfWNlgwpGBFh+DoUL2deIXj+ESiJq6r8FyFNIIQtmUbNQpMwd/1dvkFxXwFISokG+I1DodSgu8+XsGQsKHPJOcYeL7GkIJY3JjZ0YLZoumE7XFkQHLvT8q43uzm28kRxd9/q8Dv/dLSO2vpGLztiqAY2/clR0YUh0dnastRWqMUeI7CMplJz7IM6G0XrOwUHNu35C1CQs5VQntxgdByx7vJPf80ujKrxmc3Rmm5OMaJB48FbaSnCgjbpvG9b0GJCvkFC3eNQJOTTaR0Hsspn/b9DSn45LvifPORMjsP+2gNDUlBqSLwXc26Xskd18f42pMwHVA3DFFT42DZEr9UG47WSqOVR0t6iU0hKYhFwFOCWBQ8T8w4KdMqhL6Cn+zyWd4mXrG0+DSNaZP/8oE2PvefoxgycIOUgl9/TyttiygYhoScK5wqzWmw+p+/obX+3bmvCSE+A/zuwneFnOtEypPV2oTZCbX7HdfT/4WHqGRLqLJHbMNKJut1ygZils+kK0i/6UZMZ4wVa25d8n53vMbkc/c4NdGFSsWjUgkmesM0kIbEsjWlAviejyprLMuYncQNWSeRKcCpeEHvCMcllbIpO8E4FQKtACE4PCywrMBQRGO1jgTBKTRFHfraTL73WGW6dGQGpWFgzGcMF7AuAAAgAElEQVQk49PedGrjka42eG1KSpa3anaf0GSLkIgILu4D27TYfVTx/P7AEl6+TnLVBqNu9CUk5HwgtBcXDvH1m+j6jd9h6J8+h/Z88H1imzbT+6lPc0m6gYdWX0fPu65leNtxABrtHGOACCwLgmBeswwf0ORlA2k9xd98R9HVDK/dLGhvWHquK5RhTV+ETathY68gEV14flej4th4NfJuCGxb4DiBR2EYAssWuI4O+kZoKJccetIVAk2AxXE9geNpotFpJ0LUbGRprcnkFJ/7Rol3vc7mqo1npojimkuTbFkfZ9veIlrBpRtjpBJnxlkJCTmbnK67exsLDcGb6hwLOR8oTC1YmHe8/gpyz71IesNypvYNEROlRaUsxgoRGhsUo5UkK0aeQE1eimxcXLquJS34+O0Wf/ttl+mCgGlHYhohBLYlWLXapikVdMl+ameWiXGXWCqKgZ6RjQ2GFaRPZTMFIBiq9lw+8IZG7n6wDELMGJhEMkhnUtXGeYWCTzyusW2jem9Nd5PHxl6D7maLbNGp+xyGhHxR0950is93Hq1pwY2bBMWK5ksPlPjuw8GztzQI3ndrlFXd4a5TyAVFaC/Oc7TWGCuX0/p7v48/NoqIxTEb0ujqJoyIpxn84Xau/OyHGYhGMIXCkh4NVg5XWZjCw5IeeRVEcoUAxzcoOXB4KFBD+sBN0FbHodBa8/3nFLuOBjvzUsKPtmvecZ1kTffs+YcGNfuOa5AQjVSFPWIyqKeYSXnS5HIlKkWXYq6MITW/+Qudp3z+1gYYGIdSaXHVJsfxUQq+/rDDpWst7Dp1cC+HRExy/WVhWlPI+cWSVT1CiI8LIXYB64UQO+f8OQLs/NkMMeRMIyILlTWkaSA6u/Gzo6z94LV0dlYn0TmarlprTkzGKHpRVtsnWf7SdyA3ReGpH6Dna7/Oo7NZks+WyOcqlMv1azN9BYm4yYfenOR9t0b50481ozyP3ESBydEcmZEsk2N5CtkS+akSEyNZvDlV1WUHWhprd/ejMbPubn+ppPB9hdaazcsF77rOoqcl2F1a12dSr2Gr0rCs3SCTUzz0gsP9z1Q4Obq06sdc/uGeIruP+PgqeNaRjObvv1VifCpUcAo5/wntxYVDZXIMJz+JkAKzvR0jlUQrRbZ/H1pr1vzFb9P04V/g0fd9FpXLz+w7pawSzZEsKatIWQfhWQHYokJi6jhXGi/QJsZwfXhsd/2F+uEhePFoIGShdPC358M3n1C4c2oXntmvcH1w3aAGLZtTFIoaIQUTYyWGBvKMDhdwyj5OqUwsAr/+7haWddnkikvPuTdfLDGNqniJJWccE601SmmKRW/GNEoJx4fDOTzk1c2ptkTvBr4P/C/g9+Ycz2mtF1YKhZwXWL0bqOx9EtTsQlgDHe+8hYl/vYsT3/gRZjKKvu0d+JUscvU6fGGyd7yVnYPNdEYn2XT0mwit0a6LzoxQGDxCsmf1kvf9yNsSfO4rWdCBNOz8Rb4AErHZY6mEyRf+bDmf/qcMA0MVTEsSTdiMDWTxfR9VTZaVpkQaklQ6wrK2QAVkFk255AZpVJacuadSmuHhMqbUpNbZ7D4qcH3Jo7vB8Sy6e4L+GJOTLlNTLpYBd74uxs5DLl9+sDKTz3r/sw6v2Wxx543RJZ/95KjP4Jhifn25r+DRHQ6/8Nql3x8Sch4Q2osLhHJmmCBHdB7apzQ5jrG2i7bVHZR37KD//Z9i+Tf/LnhZg6cNCn4cXwfpTg3GFIb2SE8c4WrzCFewnb3+Wp7NXF/33ruOqLrKewI4Ogxre4Kfi4uUYFgmLGsXaE9y5UUxtq6zqDiNCEPw+Xvz/OcDEyCgu9Xgo29P0dO2cBnU1yF4z2slD25XjGcFzSmDQr7CwJhaELBXKhDbCAl5NXOqmokpYAp4H4AQoh2IAkkhRFJrfezsDzHkTGM0dmCt2opzZAfKV0gUTiSJv6Yd54qbaBrcxsTuQbxcmbF/+CLl2+7gwMY7QWhusJ9l3ejDRPwixvLlCCtQ8ai8+Di6cwXCWDy/c32vyS3XpHhyZ2AF5is0mSZcstbi/u1wfCwoSt7YC2XfpqktiBrkJotorfDnWBvf9dFKc/XmKFIKPvzmGE8/CZ7jMTrszOS6GoakuTWGYQQBOc/TeMDXf1xG66AYursnRiJuIETwHLGYSU9XhNsuDqIS//Nf8jWGTnnw5Isul641l0xXGs+qurK3voLhiXBXK+T8J7QXFy5aw5RKMeE00jaWxVKasooS/YP/iffYE2S+/xhqbTueEpjCJS6LCAE2wfzbdGw7Eg0CJB4bjQNMRFYBvQvvtdQ4COSztdas6xGMZfWCDRopBZ98bwprTtqR52t+9/9OkC3oGWfg+LDPZ/59ir/4RP281RUdgo++Ydae7e23+fx9ZRwvKBCXMri+bQWpvCEhr2ZOK1lbCPFW4K+AbmAE6AP2AhedvaGFnE2sjj508zKe3pVhbWk7pXgPI7oD/85fpei5NOx/HMPNIz/4EZyVV/LW5/43Vb8BmUxidnbWKD1FylkKd/8lkatvRY0dB9PC7LsI2d434zD850MeRwZ1zftgVq2pXFE8sV/OGAfXh+1HoKc7womBQFXEdTxcZ2GalFKKg4dzQJK1y0xeSgj8ahx62nh4niIzUaKlNT5TsyEluL5AKY1liaojMWsYpBSYhoFlw96jXuAQzNs1cz14fp+3pDPR02rM9J+o+f9gwKrusMAu5MIhtBfnP9GmdvKlAuhgJ353eQ3jfiMKSaN7iHHVSV4n0KZAvO5OUD7G4ftpvv/zVC66CrO9F0wb0y3QcGIHtl9bh2YKjyuTB6nnTGxZITkwoGoakQK4ruLen1QoOBIpBRFTEYvalN3Z3j6mAbdtFTWOBMCOAw4VZ9YWmJaBZUkQ8K1HSvScRmRhY5/JjVtNHt6mZvpQQLAh9M/fdfjEL0RCAY2QVy2nW/n5p8A1wINa661CiJuo7j6FnL/YlkGvGCBanuCIvgIPE18LECYTG27GPfEMIxuvA6UYrzRgbrkcoRWd7vEFDoEAZNSi8sR9mO0dALiZYYzlm7A2XsPguOLYsKZUXriinm5I19Ro43q1jet8JUgmTaIRh3Il6CmBhmRjnFRjHCElTtlhcizPiWGXff0OuVKgtOHXWby7jqJU8vA8jWEEBdpSBupSvT2Rug3mPB+OjkJ6MSn106ClQXLJGpOdh7wZIykE2DZct+UstFMNCfn5EdqL85xIYxuVqXHcQpZRr6HqSASbHnmRDhwJJFK5tGYPEHcm2GfHiegysRcfQfSuxNu3B5FMYa5cUfceyUUyO1d3waZe2HMsmHsDmVSN5ynMWJSG2Oy5ZUexdZXgpWM+nqdY363Z1LvwwuNTCrfaDC4atzEMMbPwf/6AJt63VDxkls5mE9tyaxwdX8HQhObIoAo3hkJetZyuM+FqrceFEFIIIbXWP65K/YWc57SVjjIaX4arJC6zE6GvDbSGKGUMGwrv/U20kAjfo33HQfxiERmNIBOJ2d0Y20YNnISqM4Hv4ffvxlyxmcGJWNBnYZGupACJhDkTOp6LZcDKbpODxwK91sa2FPFUbObcSMymfVkT+cki/+fLeaQUXL1ww6uGSGRuBEJjW4LWJoNsYWGYXaCJ24JNK8xAEWr++Ey4csOpPY33vz5KzzaHx3a4VFzNphUmt78mUlMnEhJyARDai/McIQTpvg14xRx7DhkzjgRA3g8ciYibZcuxbyKVh6E9jhg9WJ2dqKEBOHEEYRioYhFRRxVQI3FfegGjoQ1z5eYF9779aoPL1moOD2psE0YnNQeGrQU7/7YteXRbkYHjWSouvLhb8MPHJX/88VYakrNj7us0MSUgZI0jAUGRd6GsGZ5QdDQv3Wm6f0jhqSBireYYA6VhcFyzqvu0Pt6QkAuO03UmJoUQSeBR4C4hxAhQX5In5LzCMCRFkcbFggWCsQLbgqh0iOgyZRWh9eEvUBo6MHOGjEaIr1+HME1cK4UbSVOzzy4EamKI5vSq4Px5k/BcymWfZB2HwvXBL5YYGSggBCRSMcScc6YNQzwZBQJDsdjyXIjgmecaE6016VSg3kG9pqkCNi6DeETw/tui3HV/UPOhdBBFueESixVdp96RMqTglssj3HJ5WK0XckET2osLACEEViKNGVVQnD3u+oE4xarhRzD8SlALQTU6LUA0NuJnMmjHQQjJQPMWOjO7g3O0RgvBcHwtRdtg1aP3IJKNGG3LFty/u1nQ3RzM0//4/fo2QwhBU0uMkyeL2JEglXUy6/PlH2T52DtnayHWLTdZ3mlyfIxFU5EOnvSXdCYOnFTsOAqWFTyxQdBATymNIaE5rJsIeRVzus7E24Ey8NvA+4EG4I/P1qBCfnaYPesQJ0qLvi6EwjI8in6SxiOPExk+XCMXq0olykf7iaxdx0jbZrzYapKlPXOvAHaUvlZBUxIc18DzaivmpuX2xsYqtDTXLrSV0uSyDju25YPxWgYazXx3IehKqjClMXPbhc8C6YbIAkfCdX1cL5D/a05DJlst0qs6Fuu6oSERvGfrOovVPQbbDwbpShetNOhsDkPbISFzCO3FBcTKNsHQ5Gyhc86xaLBKNBQHEPN2XoQAokGa0fj176Wc6mDU6OFkbCMtxaMY2mci2kPJbkIql74TP8bd9QTGze9ecgzSEAiv/mJdytlIg2FKfB+e21PmYzXjEvz2+xr4u28VODqscSoemdEsTsULbEq7XjJCXKpo7v6xF3wGczarDAtwgveu7106qhESciFzWs6E1row58cvnqWxhPwckG3LSB14FBFfi67b8VoTkQ4KSb5lLY3+vNbQGrzJKSbaLiXbsAI7OgXH5zgTpoVs6UYIwS/dYvL5B3zApFTy8KspT76v8dyg58PBQ1mW9cSJx020hrHREgf2ZWYup3xVd2dJK41b8cACyw6+1pYl8X1dVY0CO2JQLHpo7RGPGyzriWGYkuERTaEYFBpaFrQ1MZMTG7XhqrW190snJK+95Kevcxif8vnS/QV2HXKRAq7YaPPe2xIkYqERCrlwCO3FhUVnI/S1Qv9YUMBcdgStuQGm91vqoVNNyEiEMR0oPPkyylBqY+05CJRho/OZRa4yy5Y+wVP79IK5X2tNPjdrk4JGpRIhFhbM2ZbgQ2+K86nPjTExnJ057lY8HMfjgZ9McGS4mYgFl62RdM6JUuw9phZ91tYmya+9xa6bohsS8mphSWdCCJGjvlKbALTWeume9CHnPGrgEM2FY4hmHy3mL2o1CbOMEBCVFbLJlrrX0Aim0isAiOssWprguaAU5qr1oHy0EHzjcUWhDJZlYFkG5bLLZKYyo7ChtWZ8pMj4SBEpg6Js31O1ualK45Q97GhtMzqNJpcpYFomTW3B11IIgWlO71gJlJpVjioWfQ4eyrNhfZpl3THGJzxSlsaMCEpuUAeBhstWQkP8lRuJiqP58y9MVWUNQQHP7nE4Puzz6Y82IEMVkJDznNBeXJgIIbh8lWBNp2Z4CrIFiT3mUPB7SGRPzqQ5QTC/Okry3OaPMVhqRlcEaLAMRXPSwTDmSIF7ZUzlYHStOuUYrlgDO48KipVZh2I6oj1wsrDg/C3r6qeSDo97ZEZzdV978oUsk7qBxpRkJK9IJzQr2wUbewRutYFevc9m80pJOhHO3yGvbk7VZyL1sxpIyM8HXS4gfYeu4j4GkpuCYwAIDKGJGm71J42oFNEEjYhm3g84TV1oy0Zon5ioUHZ87PEhEAL32ftxn/8RU9d8kOHJthpN8GjUoqvLxMAjHVXkMgX2TCmkIWcdCLGwiCE/VSItY9hRC63BqbhkRrJ4jo/n+EyKLCyf7WNhWhLj/2fvvePkuuq7//c5t0zd2V606pJVLEtyxR3bGBswxSahhZgEQiBAAilPfiRPGqlPHvL7wZOQBBIIeYBAcALBEGyKsbFlXJBt3CWrWV1arbR9+m3n/P64u7M7O7NqlmTLPu/Xa17yzty598x69nzvt32+tiSbsci1SNBwZNinWIwYGqrS358il5Oct0jz3/eXODiicGzBsnmSzrWN08JPhkef8/D8aY1ziFVAhicitu4JWLPUKDoZzm6MvXh505oWtKbjm+pnKi2Mtl9EYscEdlCJJWSBIJlj28I3MjDeiZ4Ry/cjyUjBpbs1QAiQUcDiffcgnATO2iuOeW3bErz/Bs3DWwXP7Y8zJH4lYNv2AmEwu9RK8K4bY79Va83WvSGPPucjBRw84qPn6NkDSDsBC+alsKQgVPD8IOwf0Vy6rLmz4NiwepHJLBsMx9szYXiZIjv6iCyHFjVOpzWKlhKFTdLy2T8jVRxpSVGlCBNZZFjFinwiaSMsi5HL38GB0QTD+SRCZVldLbJOH8LSUW3KdnrjbSA/xuzEuEZw7hKXn7/a5pltkme3HwYRT8eOH83XXS15XHhhO1UvYsNdh2sGQkiBiiCKFKNHCrT3ZLEdh4X9Lm2tdk12tqvT5dBhj/Hx2LjlUoLPfrNAqTp9wz+Rjzg0XOCPfyX3gvXDDxyJ8ILG51UEh4Yj1ix9Qac3GAyGM4IUAk+kSVgeB1e/nlThCI6XJxyrcvCcKzg02tkkPSUIlSTwI9qDIyw48hi+k+GOng+jfpZh/WLNmoVzN0dD7FBccx5cMzmt5OARi7/aXp8VAY1jCf7xGxO8/vI0uw9FPLolwJ/ce6Pw6DoAXZ2SfEEzUYwdlnQKutphpCS4+jzJQ88pwjAOb7k2rFksWdxjshIGg3EmXuHInsWIXCetE3vIZ/qxXSsefsBUKjk+bsRroWJn2PT6v6Bzz8NkRndTzfWRWruSPcXFHBzLTEaibJ5quZ4ducu4+fBnSUSxDIgdVul2DjNAX931HQv6JhU72nM2LWnJWD4ecGRZEjthg9Dk2jJYduwJVMs+a5dZFIshLS0O7Z1pRodKCClIZadFyC3bojhRpbs7SXtbvUqUZUF/XwK0RkooFXz8oEnmYFyxfX/IqkUvYMgE8fTshEODQyEtmNdlGrgNBsPZQ393hmLeAwGVXC8VelETW/CUTRgJmnVTCAHFwCVKLGRf92IsK74Bqfqa+5+DQ+OCG9Yf/xrm99j87q1tfO0HBfYNhigV98Z5gWbfYMiX78wjhETaM25zRJyljmaJgACTan4upYogCGNDUChBqSIoFhV9nRaXrJaUSgrLgvVLJef0ixccaDIYXg6Y/NwrHCEE7lVvRfcuo724Gzcq01oZxI3KgMaNShwptVAIMgBETpojK25g92UfZHztjZDKEipRl9LWCEo6w0NLP1CLUAkJ3dkIa8Y3ThBv4Bcul0wUI/747wcYy89QilKK0A9p62zBdqxatiKZdnlur+KypQHjY1UuvqyPtq4MiVSi9pkAbFtyzqpOujqbD6OTEvp6XWwJCSti9mBtaQkUgl0DTabfEU/sDo8yN2Mml65JkHDrMy2WhK5Wi9VLXpijYjAYDGeSBT0ZEtJFeXHZkFICpQWtE/vp4XCDyhPE5VFtyQBbBFhW7FwIEYtcdORg6wFNoXJ8++kU5yx0+LNf6+CWa9M4NnXBoCAEf1LYYwopBelsqmnn+OVXzuPAIZ+dOyfYuW2E3c+PMj5WJQgUY0XBho1F9hyBsrJ51WqbFfOlcSQMhklMZsKAsGyC3qWIgd1k9j6FXLCMXHUIWwW0VodA+2xjNQrJlF6qQNOVnEAIzXCpceKoBoo6y1h2KR3F3SAkb3j9Aqwn4dndsczg0j7BGy+1SCUEdz1QYHYGWut4dsTs/VoIgZtwGBwN2fz0BAiJm7CQtoPtxFF+KQWZXJJ9e/LohSlaWzJNHQrHEQitSbY5JFwfz4/fazux1yOAux8LSDqC10zOh9h5IOAr3ysyOBohBVy8OsEv3ZQhmZjbN0+4gj/6lVa+fleJTTsDpIRLVru868aMab42GAxnFUIIli3vw6+UKe/fCfkRBgnoSHgU9DhW1E+kZC3IJNA4tqIa2XRnKgSRTaCsyXPFQaWEA49sj7h+nXXCykhbd/t1U6m11gRegIoUgReQziax7Dgg1dKSwLahVPSJwgghoL3V5tFNJTxvhuBHCIcHCniVkL7+LG0dSQYOeSxdkuL+5+DWV8dzNQwGg3EmDJMkszn81k5UpYilorgOaJJWMcFqvYkdrAJhkbB82t0Crgw5WGwlUo1lOoI48l5KdNFe3k/y2rdhJWzecjm85fLG6+8b9PHDxqiU7VpNoz9aa7SK0+m+r7ATbi17MRWJ8qqxdTlyxGPJ4kyTc8R1uKDZM2TRvyDL3j1FbKc+4hQp+N5GnzXLHASaT399olaDq4DHt3qMFxUff0/r3L9goCNn8dF3GEEbg8Hw8sBNpXFXrgPA2rABZ/nFuNt2kcYniBz8SCIAx9bYVtx7FylB1vUZqyRZ4O9gmbcZR/scoo+D1fVs3p9j3eITy9Z2t1ts2xugdJzRrhSrNd2OKFT41YBcewYn4RAqQangE0UKKS16e5IUy5pqNarLbGgdl72Oj1VobU+SzTpUq4IoUkSWZLwEHdlT9Is0GM5yTJmTAYBUrh3LSRD1Lca3U7V8sQ4DdBiQuv92Vn7jd1n8yL8yf/fdBIUK+4td+ExlDmY6AnHtaiqhGHN7KV92M9bClSit2TMYsXVfSNWvdxyWL0yQcBqdhsAP69LUUwgh+NaPxlm/wiWZkLWoE9AwYdvzFNu2FeJ5FpNSs1GkGZ/wa+suFkJKZcXC+Y1ZFoAogie3B/z40QrRrKqnMIJdBwMGhs2QX4PB8MrFSaaQtqQlEeI4kElq0kmNY1PLDHuRjRSa1dXHWVN5jKzKk9BVFuk9XJr/ARNjRbzgxMqdbrw8zVRrRFANmgoUF/NlpNBYUpPJpeie10Znb45QOJOy4fFxWmuiSKEijZqcgTR6pESkJmW9J50Mx7S6GQw1TGbCAICQks4lKyiPDVPJj6P9MlBARIrnf/ws/WMDCGGRPLCFR5a/m0Khk6mpRbmMolQRhJM32bYFXbkQX9n4/eeQ6ShweFTx+TuqVP3Y0YgiuPkqlyvXxhGo6y5t4fZ7xuuMiBCQsqdrXmc6C17FRylFqRJxzaU5frqpiVTSDI4MeYyM+nS0O2RzLgMDVXr7MiAU2ZTm+W1DdPa0olocXDvWFZ9Ca40ibuwbGI7q5G2nsC3B8Jiiv+tk/w8YDAbDWY6A3XoZacuDObZkpUEFEYu9rVhMb7QSQEf0l7bgBZc3DS7NxcJeh4+8vY1/+fYE5XzzHjcVac4/x+Kp5xWJpDMj+yyQM+ZfqCgeYDozOz02VsVJOSAku3dHnLcySUvKeBMGwxTGmTDUkNIi29lLtrMXAGtgnNTCxdx7zvUkoxLtdh63t5dy4CAQtSY2L5AkHZ9UVuBYAsuCqgedqQLn2ttw2y7k8/9RZaJUHy767sM+C7oli3otMinJq17Vw6NPjlPMewgBre1puhe2kggK7D6scV0HpTWVYpVy0QMEuw8GFILjywhEkWZo2GfXjhF65neAEIxPaHZuG6NaChg8MEb/ovbJHobJzMzkYCSAe3/mkU0qbIua4zRFEGrm9xjjYjAYXrk8u09RDSwqVZeCL2NxC0fXJLkFYBERlYsoZJ0zASBR5LwhUokTb0a4cFWC974py6e/1DjEbopQTTV+N57fdiy8StDgSEBsBw7tH0cpRTqTQGnNFyou7S2CK9dYzO8yRR6GVzbGmTDMjRC4vUtwbIUnsow4GToiSWta4ThxqrfiCSq+JFAuLcKjJaVZInbTkszjOjbZheexd8Sh6lcbTh9G8PDmkEW9FmVPc2jcon9x/ZTtSEFVOUyMjNIwo0LHqZGhYQ9k3JQ9pfh0NPxqSCbrTJ5fUanGzkIURIyPlFm/tpUDgwFhFJdDzVxLviwaHAnXjg1ZZ6txJgwGwyuXfcMwXrKJby0EkdL4oSCbirAlpJ0q2w6lSISKqxKqoRxJASKTw7FOrrN59dIEQgp0E5U9KePBe7Gz0Phe25EU8wG23XhbVLMpGiolj6FDGttux5KCLXsVt1xlc/6yM7f/K6UZzSvSSdMBbnhpYJwJQ1N04BF6VXZv28F1y1zu3tqHsB3as6om6YeAdFJjW4p8WbJpR8jVFzlk+s+hq0Uj7Hj4XOVw88yB1lCclAL0guYbPEC2NUXCkXi+ajjICy0sWxFUI6Qlsacax6ekzmfaFAGl8XJcPpV2amuIpuqWRDxNu1gOWdJeZbRiMZS36pvyELiuhe9PexQrFzu8/+YT68RTSvPk8xGPbY3P86rVFheec+IqJgaDwfBio1SE7/sU5ewZEwKNJgo1/W0Fxr0sve2arXuzBF29OIVBhJ6uGxXCom31upNeR2vW4ppLWtjwSL7hNceRJN257UwYRERB1NSZiAU/prLVUCn5DB0uIqVECPjKHZL//ZFWEu7pz1D87LkqX/1+Ac/XKAU3nhdR8RSpo6gJGgynG/PtMzQQlAvs2byJCIktQua5Y7x3/RYuXjSCELpuM5YiTmNrNKVybBSkZSGdRC2as3Se1bTPwLVh/fL45r81A5NjIuqQAlYtkHzq4/3kWizQelJlQyOljMuQonijD7wQrxoQ+CEgkFIirfgRT8ZWVMsenX25ukhTYaKKkPHx1YrPk48f5t6NEzz19CgjhycaGsCFFFiWrGVBdh4IadIjPidaa756t893HgzYPajYPaj49oMB/3a337TZ3GAwGF6qBL7Ptu37ibyQpfvvZeWuO+nY+hOIpoJIgkpoM+63xNluG1xb84C+Fqt3cTyESFqQSONe8Bqs1hfWePbr7+rg4rUZLEsgpMC2BYmE5KoLU9xxf5EwiOr22an/LoyVQUMUNnl9UiWqhqDOucgXI977h/v4x9vLHBk/fXv4zgMBX/xOnkJJ4wdxdr9c1fzTNxudJ4PhTGIyE4YG9t/9Q4JzX4XUR0joai3OpKSLUM1kWqFSClsSwLoAACAASURBVOhqj6P4Hdl6HzWTFLzhUoe7HgtqWuCODT3tkotWxF9BKQQ/d6XNbfeFhFGcULBlPNDo+gssWtKCL/75Ip7cUuYzXx+l6im00kRRVLNZXsUnkXQRWtQcjpo8YBRRGC2SbUvTv7CNKIrfv2/XKLmOLJZtTX4WTWG8hFeJp3BXKz7FfIWW1vSszzxtMJSGfEnRkTu+NPfew4rnD6q6IXlBCDsPKvYebuJ1GQwGw0uUXT/diLPlaawl53DO+TkQORZqi0M//jrPrX4nJJJ1uQoNSKmxXQd3/XXoMIAoADd1SobACSH4n7/aw64DHk9urZB0JUOjAT9+pAiWQ7US4EQaN2EBgiiMUJHCti38SOFXfWzHxnZtBCK2MVGEZVlkckmSaTce1Kfjpu4p7ITDTx4cJO8t4Nff4tCWPfVZ5h88VKrJks9k216f0YmIDlNqa3iRMM6EoY5g+DCiowtJRP1ca0iJKgUyNEto7d1X5tpLU6xbZE/ObqjnNRe6LOq1eHhTQLmqWb/c5pJV9ceuXCD5yFscfvpcxEhBs7RPML814FvfH6FcVVx5USutOQdLSkA1jeJHUYQt41GofjVACIHSGhUqEukkWmsGBwpISzJ2pECuswUpp/sshBDk2rOMhhNEQezVlAvTzsRUQ3bdpTVkU8ef5Nt1SNGsZzwIYdeAMulCg8FwVhCODZN94FvIt74HeeAINiFosAhZ/NpVHLn9uwxf8w7S7nSQJO61g0tXTe65tgP2ic2VOB6WLUiwbEECz1d84BP78QJNIhW/FvjhZAZ7mkQmge3aWI6gMFamWqqCgExLiq7OVoSIVZ/kZDe51prAjwj8CCHibLVSmrHRKnc9qnnLlQ7p5KndzYfGmitV2ZZgrKCMM2F40TDOhKGOwk8fgN5+LBrvdnvtYYajDmbGziOlyRcizludYUmXpvsom9nyfovl/Uff7HraBLdcGX8tf7BhhN/73CGiKJ6Yfc9D41yyvoVkwqFYbjJ7QopahmEKrWOHSAhRS1MX8x4AqZZUnSMxk0w2RX6sCMTRp5a0QAAThYhwhnyta8M1FyVxT0DGMJ0Q2DYNDoVtQzopqJqMtcFgOAsobbyPcMEqMgSzOiVi1abFC0KKjiKdUPEsB2DfYTh/iaQ9e2bCJiPjEWLyUmEQ1YabNsNJ2qSzCbKtaZTSdfZhtq0QQuC4FkEQoZWOy6eAkZEKP3lS8eBTFa5Y6/KuG1JYp6gXbuVil4GhSkPZcBhp+ruNI2F48TBBUEMdIteO/9gjqCZ+ZlL6rHB344hgsoRIE4QCJVxc1yJZ3csdj0Q8/rw64aFDs8kXQz5/2yH8QNc2zqqn+NkzBd5wRappE51lzb2ZWnbjV12r5muMI1DTx2ut+Y2fS/LXH87xvjdnaGuRJBKSZELw2lclecf16abnmYv1yy2amRbBdA+JwWAwvNRRY0PYuWzTIXECSHZkCAJFWPUo5H2GBkos64Enno/4ky/7fOIrPv98h0/ZO33lne05qzZoNAqjWs+E1hohNI4tal3ZUwIYU5mGmRnruRyQqfdMNWnbro1ScT/DI5t97niwUcnwZHnjVWkSrqizf0LATVemTQO24UXFfPsMdbRccjnFO+9EFEbRiFlzrSFjVWhNlIkqPvmywA8ESTvi/PY92AQcOOJz3zOaf/mhJt8kezBFxY84Mu4xWvAbJlYDPLm5iNWkXKrqKXbsKrD2nMZJ1XPph0OctZjpIEBsWJoRp6/rC1O//O0RtNZUQpu2rizz52fpnddCIBOEJ2gH0wnB+9/okk1Cwokf2SS8/40u6ZPQVzcYDIYXg+SK85Cjh9BNti0NjJRTVH3BpdYj3LT9k1yy/xv89DmFP0O9b2AU/vE74WkTn0glJa+9LFvLHkdhhFfx0WHAe25qqZN3isK51qDnXF8UKgI/xHZtUukEUTBdguuHsOFJ75R9tvacxZ99qIMr1idpa5Es7LXpbLW45brMKTm/wXCymDInQx12JoMtIsb/8PeJPvgRAubjTI4yrZJkSHWRC4ZZ0lmkohJUSNFiVxACQiWIJh9lT3Pv0/DWKxpnQ+w9XGE4Hzc4T5UgrVqYIZOc/jo6tmgevRfxu7Y8X2nYoKNI4TgWzRIOUgrchE217NeeU5Op6Zlp76meiHJhOpokEOzcV2XTHs2Dm1XdnIkdBzV3bIx429Un9qe0tM/ij96T5OBwvNj5XcLIwhoMhrOK5AVXYN//PfD9huSEChXbO67k2nk70FY7lUtu4O6nlzed81Cswu5DimXHKIM9Wd57SweppOQHD+TxAk1Ph82v/FwHF6xO8V/3lWvHTfVBOO5smwC23WjLVKTxvSDuo9CAEIRBiLQEthPbBN8HpeAoifMToqvN4gNvzdV+3rDh2LOVDIbTjXEmDA0kV64n2P0solom+NH3KV52I6WWfuygSnd5O8n2NAJISQ9XKrSQKA1Fz6XgOXheSBBoHi/Cwk6bi1ZMp4vHigEjeb/WwKwBtGbHwRLnL5uWbL1obUuzzDmuI2htS6B12JBaF0oxr8tieKI+VSCt6c02kXLwq0EtG1IuVnEci0QqnonheQGliVLNUZlyaVqzFg9tjhr6HCIFW/bpuLnvBPomIHZwFvYYI2AwGM5OhOPS+Rt/SuHBu0A5qMlIS6QtDqk+Xrt4J1JoQKITaYqyremNr9aar98bctOlcPHKU+9QWJbg3W9s5xduaiOM4mDVFDe/OsvQgeljvUpAFClc10ZagtCPCIII27ZIpp1JpwFUpCjmqzWJ8nCyhMqr+pQLVaQlSGWTLFmYbpplNxheTpgyJ0MDK/6/TxN4oD2Pyn0/Qv7DJ2j7u4+S+8ltpCYdiSmECvAjiRda3L9nAcViiO/ryWFw8N2fhty5cfoOfGjcb5o5iCJN2ZsO+ScTkj/52GKSCUkqKUm4AscRvOtNPbiORdAsHS00V653+dDbYoMVa4xbdb0UQgoc18a2JdISBH7A+HCe4cExhgfHKIwV68quatGpRIrn93lUKo3p+EjBf2/UtQF8L0X2D5T5+395nj/4X5u4/XsHqVSbl3gZDAbDiSBTGVpv/HnsdAvtqy9CtnWjkyn6MsVJR2ISrcmK4pwlP4WS4j/v9bntXu+0rVUIUedIANx4eRpL1st9h35E4IdIIQj8WNUvDCKKE1XKJY9SwaOY9yaV/TQqUgTVgCiKZWajKH5/frTIzu0j9TMqDIaXIcaZMDRi2RT+4jaiVA5fu3huK4n3fpjMja+vO0wA2g95bqSH72xZwXDBbhjeFoTw2DZV659Qc9WOChqcjAvOzfK1/7Oaj/3yfD70i/386/9exS+8pYc1y5Mk3cZIjyUFa5alWLvcnfxZ1g1j1VqDAikljuvQkkvR3ZulszuLVmp6NkVtSbEUYCbrcPhQmWolpFIOmRj3Zzkccd3vfzwQq1u91HjkiVHe95uP863vHeSBjSN87ku7eO9Hf0a+2ESw3GAwGE4SO5khkesE2eTWQlq8ft4uhBB1diLed6k99+R2xUj+zN18SxEHs6Igim/6tSaZckimHIQQJBL1mRIV6ckBqFW8io9X8qgUqrV5FbMpVSI+9x/DZ+rjGAwvCqbMydDAWEkhszl0Rw/5v74dSUS32EFDXVEUMeH20t0h2TuuKJSa30hbEgaGFblFFp0tLuVqpcFxEEAm2ZjeTqcsrru8re65C85NsbjfZfdBH39SNSrhCFYtTYLtUCip6ZXq+ohTOuOQTNtkMm5cFwtESrFUQ/HIIIv6IFCC5/dElDyLlas7aOtIsvnpEUYG8/QsaEcpTbUSks7E2ujJhAQh8ELYNQgr+o/zF30GUErzV3+7FW+GWkrVUwyNeHz9v/bz4fctexFXZzAYXm6k2zoojw0RhcG0h6AUqVSK8153MW/bGfHdjVFt71YKAr/+JvyxrRFvuPTMxDqHx+PMeRRGNVGOMAhJpmOVQssW2JEgVBodxQGnSjF2JKQl41LYqaDVHLGkBx8v8NFf7DkDn8ZgeHEwmQlDA1rruoi+wmJQ96G0mIwgxdM/K1aWqszi2JrLz8nT0xrV3iaEpr8bVi6G7g7BrsOaMNJ0tbmkkxZTvcaCODK0bF4GeZxNZJYUfOLX+/iFN7azZL7LkvkuC5fkiDLtfP2+kM9+TzU0b1u2pLsvQ6TiBrupA6ZKoWzHomdxHwNDmsc3w0TZplqN+NnGAYaOlFizrpMwCAknmyZ8P8K2BZm0hevGf0ZhCGOlk/udny4ODFSoVBpLmoJQs+FhEy0zGAynFiktupasJNvZg+0mcVIZ2hYso3XpuQCcv9ziT251aU1pvKoi8OOssO+HVKoB1WrA49sDqv6ZyfK2ZKyG0qswiOIZShMeYyNVSkUfrxxLoo8P5YnCkOWruuhf3E5rV5ZcR5ZMS7pBMRAg15pgweI2Nu+DqkkGG16mmMyEoYG2jNVQrpSnDU8lmD/4MP685VStLJ5IxzU+SmER8fZrkvzTHQFSaC47T2NZGkvGPQVBGPGNB+Dd11qsXphlvBSSLwbYtqCrNUHCOTG/Noxg2eI061ZluPNRxZHx+LkwmhxU505HizK5BI4jKRZ88mNlvIrH/p0KIQQ983IsWNoRN1/7guFSGqU90CAtm2TG5tknh1i6QpHNJYgije3EDX2ZdH0mxbagq+WF/OZPPamUxVzluum0mWlhMBhOPdKyaemaR0vXvDmPufYCm2/eF9+gV73pvjoNHB4J+fvbK/zeL5zYDJ+TIZOSOPZkSexkHM1yJH41bGgWD/yIZNpl1doeDh+uoBWkMolYnUqDnbDIjxRqZbBrz++lqyeDtAQPboWHtsKbL4H+jtP+sQyGM4pxJgwN2JZgZb/DY/tq+ytSQCYsk3r0LuxsB6Ur341Iu2gBTmGE+d5BOla/jl+83mbzPh/HoZZ9sK34v20rYmDUYn6noD3r0J51Tmp9dz9a5XsPVWOpPRErZszUGgwnBz84ro1lx9kUS0ry4xXKhUrtOK01Rw7l0cCiZZ1oBGHQGMV3Ey4H9xfRSoHwsB1Jb1cCOaPPQwpoScGS3pP6SKeN7s4EK5Zl2LqjUDc1NZmQvP3N81+8hRkMhlc0r1pl8+yuiGefbwzXaw0HDocMjir6Ok5/AUUyaZFKJ7BdSWt7hgO7hpFz3B2lMgnyhRCQCBn3W0yRbUkSeiHFfJneeVk6ezK1galTkuI/eAJ+5frmbSUGw9mKcSYMTeltc8gkJIs7NIkDz9AyuhPbsSknXcT4IPO//7eE6VYAbL9M7lf/AIAVCyQHxxp1xKWEjhbFoVHN/M6Tl8nbvi/g+w9XCSIIIrBsQUJPOy4wPdk6iiIc1yWRsIlUXOc6G6U0Q4fyLFgy3QvRgBBICQpBtRJgORbvfE2GXUfg+YH4kJX9cPV5HHep1pnkL//nefzWHz/N8IgfzwMJFa9/TS83vfYl5vkYDIZXFO+/KcEffTEkX2x8TQjYvj9keEKSTgiWzJOnbX/NJAXdfVmUFqhIoZRuWgM+NYdoruF2Yaho68pQKlSYN78F2248S6Tg8ATMaz/FH8JgeBExzoRhToTQ9D1xG7o0AVGIBpL98/CHRwjHJ7ArebBsUpffgN27YMb7Gs+ltaZU0XRlFS+kVWfDEz7+jPv9KFQN17MdCzRUClVybelaqrqZ0gbEmZcwiBgcmLvhIZezGR2Ny58qJZ/7H/f41bc4vO6Ck/4oZ4yergRf/6dX8eyWPMOjPmtWttDX0zhB3GAwGM40fZ0W+WJjRlhr+O7DPu6klGvKFXzo5iQ97S88pO/5iomioj1n4diCVAJcG/xIoCLQc9gKiO2bmGMJWsfzg8Tko/kJXvDyDYaXHMaZMMyNV6k5ElMIrUh0d+GsvRKEwF19YZ0jIYWgNS0YL+naTf7+QyGPPOXhBxqtyyzoc/n4rVkyqROv2S9WGjf5ctEnnXVr07GliAfVzZy0KoTATTp4Fb/h/QB+cQKl5jJSmsGDhVofiePaDAydXXMahBCsX9P6Yi/DYDAY6rjlKpdP7/drvV25FovebhfbFkzkI0bHQ5QCL9D8y51V/vA9qZOe+KyU5rYf5rlnY7F2jluuayEZQVtHgiAUeF6Ek7CJggjLqZ+ErZUmijRhEDeNN1tHueQjpeTwoRK51mRDdkIK6D3GVhxFmq17fMpVzcrFDq1Z099meGljnAnDnGjfq3Mkalg2iZVrsfobZUW9AOZ3upSqHn4IoxMRDz5WravXPzDo88l/K/CXH2preH8zylXN9x8JeGZXhB9Y2LYiCFVtOnVhosrw4AStHSkcx8ayJbJF1Polpvb7rnmtDOweamgu10qzfVuJnnlZ3ISN79V/5sDz694T+CGbt44RhLmGAUgGg8FgOH4W9Ug+dHOar/2oQrbFYV5vojYxOp2y6Oxw2LGrglJQqmoODCkW9pzczfXtP44dCT+AKR3Xh7dqLu4HIS1cFxxHsO7ieTy58QChp5B2fK0p2VgpHcaHi2Ra0w3OhNaawlgZIQRDh8t092Ro70giZ0zAXtOvkHLu9R84HPA3XxnDn1SzipTm5muz3Hxt9qQ+s8FwJjDOhGFu5uoQ0yre2H/6ExCCzPkXQyLN/Zth+wBIIREkWbck4t6NHrMzxlrDoaGAobGI7vajG4VIaT73XY+RCcXgQAG/On2jn0jZJFybiZG44LZanm7kW9sWkrQVURghJqNLyZRL/9JuRgYnqFb8ScUmSaYlSSlf5cihIouWtGA5CcrlkGxW8vzW0aZqSH4lYPOOChece/rVRgwGg+HlzJolNp94X5ZvbgStp2+8pRQ4DrS32YyMhggBcySXG1BKs+GxIrsP+KxZnuSy9Sl++FBp0pGIsR1Jd1+2bjyEEALblqxa18eRwSJBucKKhRY7By2CyCLwAryyTxgoWjuzM8qWBMWxEkJKULHj8dyzQ+RaE7S2J+jsaaFaVdwzCuuWSFrSjYEopTSf+uoY+WK90bnjJ0VWLHI4d2ni+D68wXCGMc6EYU5EIg2WPSs7IdBIdv3+byEsiUaAitj3/i+wK5hHpCCaPO7pPTYTheaNakIIRiaO7Uxs26eYKMVlRrMzBl4lJPSbZE6IN+WxCZ9CZYx5izoRaIQUuAmbzr5WfC9ASoHt2EwMT6e89+0pkMy49PQkyU8Ec8qqag2DwwF/97URntpWxZKCKy9I8e6bWkknjUyHwWAwHC9BpPnOIxBFjTEsSwpaWyxGRkMiBYt7j72/Dhzx+fj/GawpLd29sUjymwI/EogZDQ/ZrBsLdsw6pZSCjjabW69vY9WiLgBuv7fIDx8u4ZVi/djQDxk5NI7j2iAgmLRPbsqdnPIdXzs/4TExXiXdkqmdf9MexRVrGm3fzgMBlWqjzfQD+PGj5eNyJsJIc9udw/zwJ+NUPcW5y9N88J09LJ5vHBHD6cM4E4a5sR3sC68nfPJekBZoBW6KgTt/jPa9WjRHSYfnSx2oWd+mMIJsi0OlGjZMBtVas6D32F+/wTFFuRw2OBJTzJTlq79A/PCrAft2HCaTS2LbFtWKT7Uch7amVJ+mHAk5acWqJZ99u32iMG46n6s+9+vfH0cLG6UhQPOTx8vsOhDwVx/tPumaXoPBYHil8fAWGMrDjPvtGlprglDj2PDWq10SzrH31j/8TOxIzNyHq76OVf9m3MNPyYjPRgg4b4nFqkWCQinis/8xzOZdYTy0lfr3BDMCWlM2pKapPuMzVEoeqUyCKIrLgZtR9XRTAROgqZPRjL/90iEefaZYmzD+7PYyv/+pffzDnyyhu+Pk5NgNhmNhnAnDUbFXXIi15DzUyCGEm2TswZ8Qlip1x4RuGj3HDji/P8XoSLXupl9KuHx9imzq2BGmrlZJFDZ3JICG/ocagjjdHMWNcsWJyuTxuqljM/XvVETJq3iTa5VIWzY4B9KSlCshidT0n1AYweBwyNbdPucuM1Egg8FgOB427Y2j70qBkI2Nzb0tmrddkaz1SoxMRJQ9zbxOC9uqP/bQUDw9e/Y5hBAorUnamiCMXysWfKJINdwJWRIuWAK+r/joJweZaYIs2wYhCJsEuCx30lOZtDEqUmg0WmsmxsqkMglsC1YuaG4vVyxyiFSjUXMdwWXrjq3ANzQa8MgzRYKg/hxBoPjuj8f41Xf0HPMcBsPJYJwJwzERjovVtxiIm7J1WK9k5FTz2H6JIOU2vHfpPIsb1rfxH3eXOTwckHQFN16e4o1XHJ806ZrFklRCIERzx0GIuV/r6mvlyMBY3WuzAkZ1KKWQUhLMKKpVSqFDjWVbk9cSSEvWnA4Vhkh7+s8oUpoDhwPjTBgMBsNxMpUgmChCaxYsqWviGZevhFX9sW0ZLyq+8J0SA8MRUsbKSO++McXFq6f32yMjc4T9J3nba1u477EyxbJi+UKXmy7S7NgCjoivp4Eb1kN3q+Brd47RLJZlWRYkIAoitNJIKbFcCyklWmuiMCL0w1qgCmB0qEQ643Ldq1ro72weSEsmJL/0xhxf/V6eMIqHoiYcWNBrc8X61DF/jwcGfRxbNDgTYQTP72ucs2QwnCqMM2E4IbIXXsrId/4T7Xm15wSaVY99ga3XfpxQy8nn4snXl6+ErpzNn38gd1LXsy3Bx3+xhY9/JqiVJ9WtpyVB5ITkCxGRiqNRQgosS5JuSTJ/aTdDB8cIgiiOTCk9p4b4lBGYPY9CK41t2w264UIIAj+ip7uFwkQVpTSWFMzrNn9WBoPBcLws7Y0HgCoFY/k4MyAEdOVgVf+0NOtn/6vI4IhiZvD+qz+s0N1usWiybHbF4uaBnDjzDN+6J4/WGikEoxMhy/ptRg/ANRfF2ZHeNmrZjp8+PfcNuOvazDuni+HDRbxKgBBxr0W1EsQBqVlRq9APGdg/wTXvy+KHmuEJSCehLVNvV665OM3ifof7HitTKCsuOjfJZeclsY9DObC/1yVoMlDPsmDpAhPgMpw+TlunqBAiKYR4VAjxtBBisxDizyefF0KI/yWE2C6E2CKE+M3TtQbDqSe5fCWtr74BkZjKLAhEIsHqVa286VWS+R3QkoRlffD2K2Jj8ELpyFm88eoM6ZYEli0RUmA7FplcinfdkCCo+lTKHn7Vx6/6OE78tZ5SeVp8TgeLFiRIJm1sS9RFi5rRtN9hrn1cQHGiTK4jjSWhq81ijclKGAwnhLEXr2yuWwtJNw5ATSEFvP7C6Z8PDEUMT9Q7EhBH3Tc8Ph3cSqcszl+ZiOdCzChhhXhv93yNH8Q9FANHAr7y3VEAunOC+Z2irmzKPUp/hhACx7WZt7CNZau6+NwfzSOdslCqsZS2ttYg5JsbKvzDHZr/fEDzr3dpvnafouzVv2HxPIf33dzKx36hnavOTx2XIwHQ2+lw4bnphnU7tuDm68/8yO2JQsg/f+0Av/w/NvOhP9zCDzYMx78fw8uO0xlC9YDrtdZFIYQDPCiE+AFwLrAQWK21VkIIU8R3ltH7a79Jy5XXkH/gXhCC1mtuIH3eegAWdJ6ea/78dSnac5I7H6pS8aC9RfDmKxN86vN76iIxWmtK+SphEDEyOMHI4AQrVmR591uyjOcV4/mQr397omHg0MxeCiklUTRrKJ2mqUMhpSQMFYmkzaq1Kd5/SxtyrsmnBoNhLoy9eAWTSwvef4Nm0z4YHIuDUOuXQDoxvZfmS5MN1LPQGsZmqQb+3q/28n9vH+HeR0sopUg6gkiLBpnyMIKNT5c5r6/5ut7/1jY++aXRpq+1dk7LgluWYPtBzcJei+GhuT+n0IIRL4U1w2k6NArf/qnm1utOjd34+Af6+fLtQ9zz8AS+rzlncZIPvbuXvu7GMuTTSakS8et/spWxiZBw0kZ/7qsH2b6rzG+9f9EZXYvh9HPanAkdhwKKkz86kw8NfAT4Ra21mjzuyOlag+H0IIQgs+5CMusubHhNKc2eoYiB0Qitoa9NsrTXbmiSO5lrXn9xkusvTqImU9S33TnUNKWrJvVcpxIQu3YVOTzk0Nvt0JZz+fB72vjnr43VZyh0LB2rFQgpEFrU1J6mzmk1GTSUyiZxHIElBR96e/txKY0YDIZ6jL0wJF3BJefUP+cFmi37FKUq9LZJZrXrAeDYsGZp/a2MJQUffHsXH3x7F0pppBT80h/sa3rdowXK161MsWy+xa6D9Rd2ExYtrTP6/nQsa3vrG1t5emspdo2b4KbsuN9i1vUHR2GipGnNvHD74TqSX3tXLx98Zw9a86IFt+66f4R8YdqRAPB8xY8eHOXdt/TR03lmnRvD6eW0CuILISwhxFPAEeBurfUjwHLgXUKInwkhfiCEWHE612A4c2iteWJXwO7DERUfqgHsG1Y89nyAOkZp0YkgJzMKj28qzn3QjP0zimDT1una165Oh995Xw+taYjCkNY0fPjd3YgZ07Ity8Ky40cym6Cjr41UNlnrm5BSkG5JYrsWLe1pFnRL40gYDC8AYy8MMzk4rPjUNwPu3BhxzxMRt90XsWRhEneGuqltQUtacPX5c5eWTt1Mn78q1SC7KgQs7XfxAz1n+etffrSP37q1la62+Fq9/Vn6F7fXZ7aBlQsli+c5rFuZxnIaA09CClas7ppjjVCewwE5WYQQL2qW/MnNBTy/8XfqWILtu8ovwooMpxNxrPrxU3IRIdqAbwMfAzYCf6q1/rQQ4ueB39Fav7rJe34N+DWA7u7ui7/xjW+c9nWeDorFItls9sVexklxomuPFA21n1OkXFFXD3sqODwSUCg1CVUBbVmfieK0gcmkJbmWad85nZgVHVKw56BXi+Ro4n+FEESRmlRwgvpaJ13bsFMudORkg7E6GV5J35mXEmfz2gFe85rXPK61vuTFXscL5UTtxcvFVsDZ/R081Ws/PKYbypKEgHQCPD9+LZ0QtGRE0/Kn2YQRDBwJUJo6x0EIQUuySiVI0tfpYB+jXmOiFNu5qVMIAS0pQTYFQag5eGRydw+duAAAIABJREFUHsWMng2BIJeVJJI2Za9RfVAI6GmbuzXvaLxUvzNDowHj+cYZU0LCgr4EyYR8ya79eDib1346bMUZcSYAhBB/CpSADwBv0FrvEbFrP661bj3ae1etWqW3bdt2JpZ5ytmwYQPXXXfdi72Mk+JE1753KGTHoaipTOvibsnK/lM7MOfgoMeH/3RXw/NCCG65ai93/HQpEKfBb/35Nhb2x5NJVy7IkE01Wozf/us97N7vobTCsiS2Y+FXQ5ykg+PapLMppCVr/RNTUR+/GmBbsXzfJz7Y+YKjQa+k78xLibN57QBCiJeFMwEnby/OZlsBZ/d38FSu/dCI4l9/GOI3kWVd1CP4wE0nZ0sqVcVDT5Z4enuVJ7dWiVRsL25ct4V7Np1LV5vF3/1e31GHjmqt2XdEs2mPolhWPL8zz87dBZKOYF5fku37oobSKdcR/NKbW7lsfZov3aOp+tQcJceC16yHC5efXKHIS/U7c+BQlY/88da67IQlYWF/ks//9WqEEC/ZtR8PZ/PaT4etOJ1qTt2TESaEECngBmAr8B3g+snDrgW2n641GM4sSad5hEgKSLmn/qs2vy/BReva6p4TMlbYgDjKk3AFr7k8x9UXtrK8P8MF5+SaOhIAv/3eeWit4vrXUOFVArTW+BWfatkjP1qkMF6iWvYIvBCvEkweA0EIA0MRz+1qlK81GAxHx9gLw0yO1sfwQuKfqaTkhitaSCUtNGKWCAcUSoqd+4++hwshWNwr6Uz5fOf7Azz2xCijYwEDR3ye2VaZo6RXozRkkoL33yi4ZAX0tMLyPnjbVeKkHYmXMgvmJfnT315GR5tNwpU4tuDcFRk++fvnHNVZM5ydnE41p3nAV4QQFrHT8g2t9Z1CiAeBfxdC/A5xw90HTuMaDGeQ7pzEkjSkpqWIG7FPNYMjIQdHBW1drQRegAZsx8Z1oCVt8dYb2rn8wiyrlh572A+AEHpOQ6VChZIKArCkrA2um4nva/7t+0WWL/J57SVJzllwajMxBsPLGGMvDDXmdcRlsbMzE44NF5yCG++JQvMMupBQKDefQzSTMNL8y7dGqZTqHY8oiNAJp6HcVWu4aHXcsJ1OCK5bJ7hu3Ukv/6zhknU5vv6ZtQwO+aSSkvZWYxNfrpxONadngAa5H631OPCm03Vdw4uHlIJXnePy7N6AQlUjiHsl1i22cY5TJ/tE2LLLRwDSkiTS0/0RCrBswXtv6T6h841PzOi/EOA4dq1nQitFwpmKmKm4r2KWMdLAaF4xsTVg0/MB73htmmsuPL5J3wbDKxljLwwzkVLwruts/v3HIUrH/Q6uDQu6BReteOHOxCXnJdm218efPSk61KxYdOw5QQcPB/j+tNNh2RLLtohCReAFJJJOPEBVxM3V776plY7WU9w0eJYgpaC/18xeerljRvUaTinphOCylbE6hiIufToRhicU+w5HtGUFS+dZR02HppNTahX1BsGyYmnAE2XVsiRCgJCSRNKNnQUBHV1pkimb0eEyOgjpbbPxEJSrjZkMacWGzg/hm/eWuXxt4qiDjwwGg8HQyNI+ye+8zeGZXYpiRbN0nmTZPFFT83shXHNxhrs3ljgyGuIH8XOuI3jbDTmy6WM7K+mURE+q/6Vz6dq+DxCFET2tmisvzmHbcPm6NH1d5lbL8PLGfMMNp4UTvYFWWvPvd1V4YluAZcVp4bYWyW++PUNrtvnmfsGqJELkG563BMdlEGaTTFi87upW7n88VnVyHMkll/eRzjig4xT44UMlnnv6MK+7Os3eI3DgcEgYTfdqzHR+pITNuwKe3BmxdW+EbcHqRRbZFLi24OLVDvM6545WlaqaUkXRmZNESjM0FtLWYpNJvfzqaw0Gg2E2maTgijXHH9FXGg6OwMBYrPq0vDf+dzYJV/IXv9HDhsdKPLqpQiYl+Pj7Ojlv+fFlkrvbbZYuSLDzgGgoebVsi8Pjirde3/KC5ysZDGcLxpkwvCR46BmfJ7cHBBEEk9VGQ2OKL32/zG+/s7n8WsIV/D+/3M7f/fsYQRQ3XCsNH/y5HKWjTCE9GhV/+kZ97QXdZFvcOnWmnr4ME2OtPL6pyGc/sYRiWfHF/y6yZW+j7IhScNu9Pn4YpzgqnuKxrXFqXAq490mfN1+Z4PqL6q2d1vDFO8ts3h3GPSiRZmK0RFD1iSJ49cUZPvD2rtNSOmYwGAxnI5GCHz0NIwUIVRzMeXoPXL8O+tsbj0+6kjdc1cIbrmphwwb7uB2JKX7z1nb+x6eHG7LnQgikLbnnkRJvuPLo0qGR0jyyOeDhTT5ouOw8hyvXuljGCTGcZRhnwvCioLWmUvUpFMsIARuetBqa7ZSGPYciCmVFyxyZhnMWunzm4z3s2B8QRZoVi1xcR7Bhw8mt6+lt8XA7yxJ0dacaZF5tW7J4WRs7ni4BcQbk9Vek2DlQqKXLIXYWHNcm0qJmGLQWqEmZEqVBhXDHQx4XrnBozQgODYckE5KRvGLzvjjjEU98FaRyGTwvIghDHnyihGMLPvD25gOQDAaD4ZXG9gEYLkwLgCgV98/d/xy860qOaxbFiZCdkSGemikR90nEF9qxN+ANV879fq01X7yjzLa90xK4A8MRT+0I+ejb0kbxyHBWYZwJwxlHa83hoTHyxXJtqE+5kqWZUrEQ1N2kN8OyBKuXuKdqdQBIq7HBegrbFrz2ilzt53OXOLzl6hTffaCCbcXGLJux8VV9z4dtS8JQ1RwKiD/fD39a4SePFfBDTRRprjtX4fuqrg5XSkEml8KvFvADzb2PFHnvWztNdsJgMBiAXYcblQQhfm60AF25xtdeCAnXAg1hGBIG0+IdUkosR7Kw7+jKRbsPRXWOBMS9dnsOhWzfH7Fqkbk9M5w9mG+r4YxT9fw6RwJg2byArQeS9PWlSKbiGtl8PsAreXTkXtgN8xNbPf7r3jJD44q2rOAtr07z6gsSTSM/61cmefTZCoGvmJjwKJcVQaBpa3Noa3PQGvxylTe9rj5v/rrLUrz6giR7D4VkUvD5OwPELLlyIQSWJVGqfmr3fT8rU54hR6i1pjBRIdc+HZ1SkcKyLLr729AavKrPoaGARfNOlRNlMBgMZxdHJmDj9jgjIQS1pui6rV3HJU+nGikFtgjxgnoPRimF8hRvuDIdX15rHno24EePBeTLmu5WwS1XJzg0HE1mnqkdFwYRlVLEN++OeN+bW1jQe/JSqmMFTcXX9LQJ07thOO0YZ8JwximUKsyevL5uWYTvZifzAvHG19bqkOt9YZvg0zt8/vW7RfwQAi9g73CFzzw/yh0LE3zs1h4W9df3K7z3rV088sw+3KTDzp3l2s382JhPKmWxbk2WW9+caZoRSCUEq5c4hJGmOkc6Zbb/EoYar9J4rIo0Uagmm7o1UaBrJVdCQDLl8pf/d4J/+v0ubJOdMBgMLzOmbMRc5T7jJfjhk3F/RHw8gEZrUbfPJhxoz5yeNTpz9oZrxgshfQmX+58K+P5Gv5aBGJrQfOWuKlessXBs8IL4s5aLHtHkh9mxJ+LPPu/xS2/Kce3FJ7b4QlnztXsCBkYUlgQpBDdfZXHBcnO7Zzh9GFkYwxlBRxFRfgRVKTLbNGgNeyc66hwJAI0gX7XZebB80te9fUMZPwSv4jM+nMevBkShYsfuCh//f/exc1+1duyPH8nzO38zgGVbtLRm6oyYUlAqhSxp88kkj37zbknIzNHLN+VDTdXY6iBomppHgFIax5EEXtS0yc9xbf72a6PH9XswGAyGs4Gyp3hyl8eGTVXu31zluX0+QdRYc/rM3mZlTbFUuBQa24pnU1y/tjGIcyrQWh91wN2OfT5Kae56zG/oBwxCeP6gqq0rDKKaIwFxsa0fwL/dmadcPfYQvZl84Q6Ppzbn2bd7nN07xzl4sMg37ws4MHRi5zEYTgTjTBhOO8GhnZQ3fpfqpgeoPvEjMnsfw1LT0Xhf2RQ9GxrcjHhT3bLPxwvmaGA4BkNjEVpriuOl2eMo8HzNl78dyz49vrnEF745RqTixunmVxM8uf0YDRzEN/qvf5WDmHWW2IGIB95JKSjmq5QrEW6zTLYG2xINGZzZbD2gjnmMwWAwnA0EkebxnR7jpfjGV2s4MhHx1C6vYZ8bLTZs6UDsOPTmIq5aBe+8AhKOZtNezaZ9mrJ3avbKgaGA3/30YSKl59x/z1mYoBrM3fM3ktd87O0Z2rKCKGxUA4TYBmzZ5Td9rRn7j0Rs3jpBtTJ9vmol4NDBAg882/waLzZ+oOv6CA1nJ8aZMJxWwvEjTBw+yHjnMsY7lzHRvoggCOib2DFZ2yqItIUUc28mliV4aHM05+tHo7s9bpJTTcP/sH13nJn4x9tGa0bhaPfmieMsYb3iPBu/6k9nIPSU0RE1Z0IQz+PIZSzsGelyKaCnLR5+pKK5jZUQAsexODw6ZXg1jz5T4G++sJ9PfXE/T20pGkfDYDCcNQyOhqhZW7UGKr5mYlYWoCM79SoNb3DsgIWdmi0HNP92HzzwXPz48r2w5cAL2xOjSPPJL4+Sam9lzfn92PasWiet6e20mdftkHT+f/beOz6yq7z/f5/bpmtGXdqiLdq+613bW4x7L2BMwIBDKAkECIEACfmS5Bcg+VID34QkQEIKzWB6M8YF917WrLu3e6u06l2afss5vz+u2kij9faV7fv2S6/dnblz54wsnec87fNQPlgE1KY0FjQYfOGDCVYvmrn3zTyCmU1FR/HYVpvv3pYpezCXUnKw/cidklPB87sLtHW7fOBznfzZF7r4+T3DeGUyUAGvDAJnIuCkMtjVRjGc9DvghEAaITKpeXiex6LaBPU1KebVxQhZ5TdMXQPXlWw7eGwp2usvifqb+Qz7cTLuG4JcQY6XEnmuV9ajsEy48Mwj0yIXQlDIuxQLLp7nKzhNvqWUCl2D89eF+eJf1HLN+XEaanQWzzOpSen85TurcYoOCHAc77BOgeP6DsdXv9PG//vfVh7ZMsyDTw7zhf9o4ds/7zqi9QYEBAScbjIFRbkgtVKMZxU8T9LTN0il2T0ahBr7AoEiFvYwdb834dEdfimUK32ZbU/Cg1v99zlWntlVpHZuFdGYiRUyWH5GPVW1MUzTn7a6oNHky381B/CbtK/eZGFOaVcwDbj2XN+BEELwhgtiZZ0OTYNVh3E0wJcZ/5ef5rjtcZvOXrdsMEwpiIVmT5nTSy1FvvHTARzP//9dsBV3P5HjR78bPt1LCzhGAmci4KThuS62MKZJaSghyCTnIjybZEWc2soYYcvvM5ikhoqhQ0VUsrMtjHWMTcbrllp84A8SVFWFpzkUIUvwlquqAH+Jkw/smeEcUkrUpDT2siaTNYuPvInNEJJC3o8GTWQ9/PvZeZv6Kp0NKy1iEcE7rq7gq5+o5/MfriUW0VgwN8T/eXcKQygsa+ZfU0OHubU6O/fm2PzcCIVJafyCrbjz4QFaOwozvj4gICBgtpCIiPLzIATEwhpSKlrbuxgaTuO4ikTEIxpSREJgmYqKiEttwkEpaOufWd5733HEWPZ2Mp5VB7Asg6ZFVaxY20BFKsRfvqeWeHQiW3HxOpM3X2BREfMbw2tTgj+5JszKBRO2ZPkCi+suimMavl0KhwSRkOCv3131sgIb6ZxiOKOwXdANrWx/iKbBOatmj/LfzQ9kppV/2Y7ioadz5Iuzx+kJOHKC9v6Ak4bnOmU73wSgNA1bD43/AEolRjMIkqFhRTrrW4FiXBGPm5yz4tj93rNXhPjWZ+fzPz/t5uEtaQwDPA/edFkl11yYBODSTQnu2zwysXZPMtSXxjB1DNMgWRmmL2fy4n6PdUeoirF2mcWTW4tkhguEwga6oeN5kmKuQDHvUMgo/unbOZJxnU99sI7G2tLQ1KrmCF/6UJgb73XZviszngIeM2LhsM7lG/3Bek9tTVO0p1tOpeDZ7Rma5hzddNeAgICAU01DpcHBHpfJ6tlCQDwkqIgI0pksrutRcA32DtYi0UD4NsXQFUoIdA3mVuv0p2cuWZ1aSnU06KYxbZjp5Of+9t86+f6XmjAMQTYnGc67RKIO110AFTGdBbUhwqMBor1tDr95MEt7r0dtpc4H31qJ40giIY21S0NYR1DilC+qcUUrK2SQz9glgTFNQG1KZ+Oq0Ax3OPV09pXv39A1weCIJFIbxLlfaQTORMBJwzDLR0L8pLSG40xsKKbu131290oKxQkjMDAsMA1YNf/45DgMXfDRdzfw3utr6R9yqa82CYcmNqwPXF/J5ufTZHNqPIOhpEJ6ChePgd4cFako9z8naZ4rOdTnkrcVlXGNedUGZhkd7+svS/DcriJFxyU94oICXZPYBbdEX7x30OWL/9vNf3xq7jQjFTIFqxcaeKTIZF2Gh21QEE+YVCR0Llrnf4ZoRMcwYGofn65DJHx0G3Oh6LF1ZxrLFKxeURFolAcEBJwSDF2wYUmIPR0OAxlf7WhOwqXO6Ge4JU9R6SBNenJJ5LTaVYErNaorDBbXGySj8MzeCenYySyuP/Y1Lm7U2N8lUWVqZ4t5F0/C928bYtsBX/YVoCoJ11yg43iKoYzLmYtjtHR6fO2nw+NKT5m8y013ZHj/H8RZv+LIgz+T43VCCCqqIuTSReyiL+6xaXWEP7omMaMDdDpY2GjQPzS9D1IqqE4GjsQrkcCZCDhpaLqOFU1QzKWny8FqOrqu4zk2mmFSU6HoGxYljsQYrgfbWhTrlx7/muJRvSQFPYYQsHxhhBf2FFGjRbuaqaHrgrWrIixrDpPLOXR0O3zz1xrDGUVVUrB6qUlrr8frloUITYki1VYa/NNHa/nd4xl2HbCprdIp5F2e21l64lcKMnnJSy1FViyabkTOXAQ7DkE0ahCN+r+yhgZLGiE+KlN78aYkP7m1h6kNiUrBeWcnj/j789ATfXzlP/eOZz9MU/CVT61k1bLEEd8jICAg4FgJWxpnLPSj6E4uzVDLborK9wg0oAJBwa1npka4vG0ghKCmAtYtUrxwwHcoBH4Z7YalkIwd+8H6jIWCx3cIsgU1MVRUKhzbpa4+imHEeeal0j1+YBh+fpfHDVcLQqagY8DmF/cVpknG2i78/N4cZy8vP1S1HImIwDIYv5emaVSkIsyr0/jE26PH/DlPJtdfVsHWvX0lj4VMeP0FMUKHKesNmL0EzkTASaWqcT4d+3eD8qMQCoEUOkII0h0H2eek6HGqQTMo2ib+Ybh0E1UK2vtOjDNRjj1tHr96xKEnG0LTnJJOossvrKC+1mTr9gwv7swRjkVRykUpRXePYG+Lx6Wvs3iwANesn+4IVCV13v2GicP8V77TXTb1LoDsDJrliYjg7ef5zYQdA752+tqFsL554pq6aou/fv9c/v177eijESgFfOrD80nEZpysVEJHV4F/+sZeivakdeThk5/fwW++u4FQ6MjuExAQEHAiSHceBFW6LwoUKX2ErBNClWn71LUJG3LeCsHSRsWeTv+RpXOgpuL4IvRhS/CnV2l88+Y8rmailMIQirraEF6VRUdHHtPSUcofPDq233sePPy8yTlrFNGcR3tv+VKfwbTEcWdWgZpKNCzYsMJgy053vOewIiZ43+tnb2nrgjkmn3p/NU/93q88qIjpXHdxjMs3naTpggEnncCZCDip6LpO/YJm+ro6cRy/GVkXAlHMsi2/mJw3GjmREAsrNAFT1eF0TVJTcXKiFd2Dkh/cY+O4YIZNhJjIjFRV6tTVmqQzLtv2FAlFI0jpqz6NRY3sosujTyuuulCno89jTs3hD9zrV0fZsa84bW6G6ymWLZy5prUqIfiDcw7/WS7ckGLDmgTP78yi64J1K44uynPnAz1lpfmUgieeGeTS82qO+F4BAQEBx4OSHl4xP+1xATRZXXQWa/HU5OCTbz/mVk3JECcFtUeenD0iKqKC97/B5ONf7qAiabH2rHpcV9HSmvOV+nQNpfw/7eKEGl9He5Z9NVUsrCuSjGn0DU8PIIUtMU396eV4+yVhrlgvaemWVMQEixq0I85snC6WzLdo22dw4+fmnO6lBJwAgnxSwEnHskLMaVrIvAWLmdu0CMvJMugkyHlR1OhoNyEgGfel9EpD9/400+VzTo5G9mNbJ/oXhBDUz00iRiP71ZUGKMUz2x1MwzcOSipc10NO6uAbHiiQyUq+f8fLT+q+eEOM+hqjpLEuZAneemXqiDMIhyMS1jn3rAo2rU0cdbp4JOPilnEmPKlIZ2bnwKOAgIBXKb5k0vTHpSRSHGK+cQhL8xjvwhPQmILailOzvLoqky9+rJ6mpjiaJujuKY42dovR5ftBJ9Py93WlFIW8QzbrYBkWb7wwMi37YJlw9esix+QIVCY0zlxisLhRn/WORMCrjyAzEXDK0A1j9EDu0etVAQpDk+MGQ9Ngw7IiGzt+iesKHi+cyVa7mWvP7Cdi1Z6UNfUNl85/MEydOU0pXMcjHIVMXlFZE6Orq4DrOuP9FACarmGF/PrcnXsL9A1AOidJRGc+xFumxhc/1sCDWzI8+WKOeFTj6vMTnLE0clI+39Fw7vpK7n6oh3yhNFqmpGL92tRpWlVAQMBrESE0QhVVFIYHRkNOoOdHCA93IYXGajpZo2C33cywrGTR+sUsrDu1EfklTWEuPDvMjjbI50sbiicUlSbJdeeK9Pfmcd04568Nk80rbnssj+f5ztAVmyK84fzTbwsCAo6WwJkIOKUIIdBMC1EU6EKC0CjpkTAMdix4E2t67uUqYzN1hR6k00Q4cnI22EWNGq09skRdSQiBFTKQmmAwa2AX/cFzaso0JelJHNvFcz3aOxwMy6B74PDOBEDI0rjmggquueAUhdCOkE1npVizPMHWXWkKo1rf4ZDGdVfVM7dh9tbfBgQEvDpJNC4kk8mju3nwXGLDXQgUuprYsOvopO3G29n+1W7iX/5zas8565SucdlceKmT8RJdpRSeJ6doYSgK2SJKKUxLI5exESLK1a+LcvnGCJmcJBbRMI9xnlJAwOkmcCYCTjmJunlU5obIaDEm17vWhDNEzSIoaFt4CQCN/a0MaQYyl0aLn+DCV+C81QZP7vDl/MYCSYYOibhOKqmDEDiuhyxT/gPgub5DoekaZsgk9QoWPdI0wVc+s4oHH+vj3kd7CVka115RzzlnBVmJgICAU4/QdFTVYg5256jL7yWOGM9SuBg8ql3GUKQK9aGrkJ7ivud284aFAyTrq07ZGhsrYfV86Owy6R+w8cpo0eq6hud6oKD1wBANf9Aw/pyhC1KJ0hLX/mGPn96dYdt+B0MXnLPG4u2XxUrkzAMCZhPBT2bAKSdcUUmqsjQqnzALRM0imvDLncYy1dmqJoxwlMH9u07KWuIRwcevD3H2Up1Y2Ff6eP05BvMbTUKWhiYgHD68rIam+ZNWQyGD+7cUT8o6TxWGLrjy4lr++TOr+MLfruB1Z1cG9bcBAQGnjdpUGFuEcKWOYOKg/oK2nkFRgydMpBWBSBR3ySoeeLDnlK/xvBVw8ZkW4cPM9AlHLRRg25LWrpl70PJFyZduHOKFvQ6uBwVb8fgLRf71JyMlw+gCAmYTQWYi4LSQilvQO/HvhFVg6kydsTOsrYXoM2uoUeqkHGxTcY0bLikdsLc2D4/uUPSOQDhsoOmibHZCSolhmXiOx2Bfhnuf1LhwfYRUTCN6AgaO9qcV21qhYENzAyxuAC043AcEBLxGsEyN5oYw7cVGGvN70PFLnFrFYqSYIlphhcjWLT7q95ASDrQ71FXpxCLHFmM9b6Xg8e0m2Yw7Tf5bCIGma6OlT4Kf3jnEpjPKz4DYvLVIwS7t5XM96Oh12d/u0jxv5uBWfmSIdG+HP79JN4jXNBBNVQcBoYCTTuBMBJwWKpJRTHI4hACBEIeLuChczUJJCdqJb7BTSiEV4/MZACoisGa+4sf3OzTUmSxdUcXu7f3T1qUbGkoqhCaorTFZs7aGB7f5ifj6FFy8yp8LcSzsPKS49/mxOlx4qR0aKuGt56pZNc00ICAg4GQyp9pkf3cNA6G5VBXb0fGQMxRWKP3IN1zXU9z422GsosPPn+jH9RSXbYryR1dXzLjH7m+zueWhDB29Lk0NJm++NE5Tg4lpCK482+AH7dNfI6WiWHDG/90zMHNmoqXLxXamP66A9l5vRmeikBlmqLNlvF5Xei7png5QiljVyREwCQgYIyhzCjgtCE1jU20/Oi6gyDkWsow/4T8kCHsZ8ltuJ/fkrRR2PYksoz9+tCil+MUdPdzw0Z1c/5HdvOMTe/jxrX3I0YU8+LwkV1Ds2Z8nZCrWnVlFMmX5ioWawAqb49EjIQQrV1djGBqeEkgFXUOKW36vuONpxc42hVfuA04inZPc9WSBvmHJnU/muetZiTupl8PxoGsQdpUxVgEBAQGvZl633KKn7lx2xs+lLzSP5MhBkFP6E6QkYroUn7wN5Xll7zOZX9wzwu+35VEK8kWF48KDT+W464ls2eu37SvyT9/r5/ndRXoGPJ7ZWeDz3+pj7yFfunzjMp1Nq0qz3GOS4oWsjab5crE1qZllwOfV6WUDUAJoqJ75deneTqamRJSSpPu6gvKogJNO4EwEnDaSyRgXD/yKtSMPUT24G8MrTmx6SoGSJLxBQipHTbaVMT1xb7CLwraHUfLljcXh+NEt3fz0jgGkHsKwTFypc/N9w/zjN9pRStE3ojAMDdtRtHXa7Nmbw3YFkVgI09Rxii6Mqnckk+a0CdFKCfIObDvgctPvsnzph1kGR8qvuavf43PfTXPn5gK5guJ3TxQ5sD+D45QaS8eD3YdxJvIFySNPpbnzkWHau0/ObI6AgICAU42ha2xYarFh40L0hesINdYiXBvsgn+B6yA0WJZ5EjXQibvvucPeT0rFg0/lp2UBbIcZnYmbbhuiUJRIT/pOgvKv/8mdI+PXvOeaCO++OkI8Ap7nkc8UGegbQWh+qZNlCm64uryoRSY2OMDwAAAgAElEQVQnGUgLhKGXlP0aOtRV6SydX+plDGX8gNfmHS6uXX6/V9Lzs/oBASeRoMwp4LQhh3rQkNTZbWCD07aXnnkb8DQLDY+wzKEjMZXNLm01q3kGHYUCXCWg+xCRhgXHVPbkuJKb7+pHC4VLXi+EYNeBIi/uzlNTYZEtQDxu4dge0YSFXXBID+VRUk0o/ylYtry80pSUcHDfIJmMixDwl/8ywv95TxXrlpVKrf7knhz5ohp3pjxPIQT09eRpnBsrudacITi1a3+BL/1PJwrwPL/n5NJNcT7w9pqgZjYgIOBVgRCCOj3D3OE2nMr15IsCTzm4QqPOPURz2wNQV4/XuhNz2YYZ7yMl2G75iH02P/3wfbC9SFvXJM9D+nu0pmsc7Jh4XAjBuWeEOPcMv2nugd+n+eU9LkNpSVVS5x3XJDn/rNjU2/PYC0V+9bCNAgzTwDB9WXLpeqxfEeJd18TG9/EX9xS46c4smhVhbbXikcdt3nW2SU1sugCI0HSEFsSNA04ugTMRcNoQoejonAl/4x6uXkJIFdBlaQmTACxL4wW1kbXyebKJBpTQEek0Q9kdVDU2EY4dnSbrSNpDiRlqbhU88XyWN1wW5kf3e7gIqqojdHekyQwXcIoOnpRomt9Qp6RieKhIZSqEposp91JkRhvyxpIuX//JIP/1qXrCoxOqpVTsa/eQcrTpTo1l7xXZXGnYzNBh7cLpa/Y8xVe+3UW+WGocH3oqw1mromxYM914BQQEBLwS0asbMDIvsLjxEOG4g1J+392Ovlrurn0v13AXuIfPzBqGoKFap7NverZ48ZS+BKUUX/le37TrlPL371hk5vKjy85JcNk5CaScudctk5f86mEbhJg8dQkrZDC3UfDBN0/Ytz2tNv/xs0FStUnEaNmUUoLH9tdw7aoOTH2SDRCCRE1DEEwKOOkE7mrAaUOrnQ/ahD9bCFeWv04oTOGS1qoYjM9H6SZoml/0JCUDHS24ztGV9CQTxnhvRDkGh2wW1Gm84xKd2qSvoNTcXMGCxZXMW1xLRSqC9Px0N8Ce3UM4riy5p+cpXnppZJqyh1KwdY8fQeoddNm+vzieMp+K9MDQFaYOugbrm6Gpdrph2HWgULYno2gr7n8yfSTfkoCAgIBXBMK0UMtWEjVsDE1h6hJDU6yq6cWJV/OYdjEDkbl4L9M38SfXJbEm+Q2agJApeNfrSzPNnX0u6Wz5UiElFRtWvnxc9nCiGfc/bTOTNWrpEbiTlAR/+1AaYUxvwj44GOeuXY0UPP85zTCoqJtLtLLmZdcWEHC8BJmJgNOG0HSsTa/Hef5BVD6NI0zCanpjtacEWRXDEIohN0atUVrPqhTkRoaoqK474vc2DEFjtaIvQ8kA7jF2HSySy0uaGzU+ct2Ez/25H3h4SqN+bhXhSJb+nhGkq3A9RX5gGFVdiaErv7zpYIa2ttz0zy38Q/7XfjzA1r1FDF2AYc0YPVozx6Wu2sAr2uxvLXDvoMa5Z8aIRyeiYd4MQ/UA3BlS+QEBAQGvRBzbJqw70+TEDU3RXDnA5twKDhRWUPWEw1vO0/w9tgyrFof4zAdq2PKkxpxanYVzTK67KM7cutLDuucx42FfScn6ZYefRfRyDGdn3qPHVr5la5Zf3ztMS6eNputEoibhSGmz977+BHVDKd58vjX9RgEBJ5HAmQg4rWixFKHz34LMp4n3FxkaVKSMNPqoVKxUgoIKk5ZxYnqGGiMNSkwMoQBAIb2ZpfZm4sKNKX50Sy+xKWOrFcpvgn50iLddVTpJdc0ijWf2SKSEZFWMZFUMAcyvEyxdYLG1ZeJawzLRNDEtA6KU4qUWm617izguOK4icpjfxEWNcMs9vTyzI4/jKkxDcNNvB/j7P6tnVXMEgBWLw2UzGyFLcPHGV/BY7oCAgIApSOniH7Onb3ohfdQWCEF/zuSWLfC2c2e+18I5JgerdL5y/czBqLl1BpGQID+lJUFJiZ3LsmLJvKP/EJM4c4nBMy+Vt2GJqOKhLWm+/9tBbGfULkqPrkODNDaV2ifTgLWLZy65Cgg4WQRlTgGzAi2SoLGximGVoN1pJONFyMkwnW4dB5wFCBS1+gACie2URpmE0AhF40f9nqkKE1BIKVGT/gO/Z+HJ5zPTXnPNJpNUTIxL91kGhEPw9ovNadK2iQqLVGWIsd43IfzN/r3XVfDEi3mcMZs3WvdaDiGgtb3I09vzFG0/41G0FQVb8dXv9YxnJCxT4+PvqcMyBcaoLQlbgtVLIpxbptkvV5Dc92SaX949xAu784ct+QoICAiYTZhWeDzgNBlPCrqycQSM72l9I1Bwjm9/0zTBX7+nGoEaV0aSUuK5Lp/80wYM4/iOUmc0G1RE1Gi568SX50k+9AdRfnzH0LgjMYZSMNibAfxrNaE4a4nOoobgWBdw6gkyEwGzBkPXqDTybBuoZjCWHD2EKwRQzOa5pW0+uq7RUFHAdhVXLj6EpoEZDh91AzbAkoVRDEOULXMCiEWnR3hiYcEn3max7YCkrU9SmxScuUQnbAmaGxTbW9R41kQIwYLFKWoyNvPiRSorBOeui1JXqfO9Wyf6GA7XHFedFNy/OTPNkADki5I9LUVWLPaVoTadEeMbn57Pw0+lyWQ9zloV44xl4Wn3P9BW5HP/3YU36piELcGCORb/8Of1WGZgiAICAmY3mqZRWVtPf283QvmqSp4UFD2dPf1VtHfkicVNLEsnEoZDvYKlc47vPVcvifCff9/Iz+4cYF9rkbm1Ou+6rp66mtBxfx4hBJ/+kwQ/vTfH83tcFILqCvjzN8cxdYUzQ6lqIW+jpGJhLbzhvBALG44vKzGUlty7Jc++dpc5NTpXbgrTWBMcEwNenuCnJGDW4EnFDx+qYCRfJBEu8L6L+nAxuOWFeqxoEmH4uk8d6TiaBs/2N3HJSodEqvKY1CqWN8dYtjDM/u7pk7VDluDai8rLvZqG4KylOmctLd24+4clngfalP3cCpm88ZIQdSn//kop5tUbtHX7Kk/SkxMOzSSbYRhwwbowt95bvoHa9SCdK20wrKk0eOtV5RvZO/o8bn4wxxNPD5b0URRsxYF2m989MsKbLy+vfx4QEBAwm4inqjBCIXo6e+gb8ejMJNjaVsFw1iMUNvE8KBb9PfnOZzSaG30hjeOhMmnw4XcceW/e0RC2BO+7dnoW2XZmnhGxcK7FvDqdSy6JHvf79wx4fPHGYWxX4XlwoN3l99uLfPyGCpYvOL6ekIBXP0EYMmDWsH2/S94BKQXpgk4h7/D47ihWNIqmiZIvpaBlME6BGGIGideXQwjBl/+/ZVy2IYIYTSvrmn+Iv+6SFBvPODo51bY+yBcU+bzEcRS2rcjlJEhF96B/eN/f4fK572fIeiESlVFiFWGEJnBHJycJzc+UWJagqkLn4rNCWFb5aJMQELJm/uxFR/H87iLP7MjzwzuG+Puvd/PUtkxZzXHbUTz8dPlBTSeaA4cKfPU7h/irL+zlf37aQe9AMFwvICDg6AlHYvS58/jx4/Xc+3yMkZwgFNLHJ01LqXAcf5jniwdfmaWclqlx2TlxLFNMeVzw9itPXPDnVw9kKdi+IwEgRwfyff+OTDBBO+BlCTITAbOGgZHRyL7wDcFvnq/H1WMkywTalfIj80PpPHWV4ekXHCEhS+Pj72viY+9VvHSwyHDaZdmiMKnE0f9q1FT48q2eBNsu3XyTMcFgWvLN3+TGJ64KITBMjVRVhI1LYGVzmOdecgm5guvOD3PBuhCRkGBlc5jOHntaX0MobFBfXT5i9OKeIv/1y2Fs2yWTnjisCyHQDZ1IPEw+Uyh90SmQIn9uR4Yv/GcLjqOQCg60Fbj/iSG+9ulm5jYcW7mA7ShufiDNI8/ksF04Y4nFO19fQW1lsL0FBLyaGUp7/OD2NMI00TSwLB0hBAKFZYHrju7HDmxrgTMXne4VHxt//KYqPE/x4FMZBL7dete1lWxYE+Whh07Me+xq8TPlnuvh2B5KKYQQdDk6X/ruAJ/60ypsB25+KMeWHb49WrfU4m2XRUnGg7j0a53A2gbMGprqdbTRw7gA+jIWyaSgXGZ67DEt3QeUL+s5GoQQLF907E4JwNlLNDbv9PAmZaU1AakYzK+F3z1pI6fJngtMA85ZG2XpfIP1K0I89JDGJZsm1nLthQk2v5CnaEvUqENhhTRWLgqTqjA40ON/v+ZW+Q3emZzkm78YYni4OD4HYwy/qc/DkBqhiEUx7zsalim4bONEE7uUip0HbIZGPJrnWzScgLpZpRT/eVM7xUmOluuBV5Dc+OsuPvMXC47pvl//yQC7DtrjDe3P7iqyu6WPf/7LOuLRwMgFBLxauf3RLIWCR8Q00XUNpaAmpZhf7++JQsBQRnGwnVMSLDlROJ7iuX2Kna2g6zA0ZLOrxSBVk0RKRTyqccbyyAl9z0hIkMm62MUJVSmlFI7tsvugy5dv7AfdpKPXwx21Y0/vstlzyOXzf5acljkJeG0ROBMBs4ZFc3QWNujsbfMjJEII8nmHSqZHrIUQRCxJqut5vGoDveHkhJyGc4r93eB4MK8aGpKKA12w9YBECMWmFTqNVf6BNREV/PEVOrc+6dE3DAhobhS86XV+P0bvkMSdofx1MDNzXey8epO/eW8N37l5kP5hDwFsWhPhsvNT/OxxxrXWFXDpatjXUqRQcKc5EmMoqXAdz3cmChAyBEuaLK65sAKA/iGXL367j5HRNXlScc4ZET70tsrDDl56OTI5Sd/gdPlDpeDFXcdWYtXW7bC7ZcKRGLtfoah46Oksb7wokMUNCHi1sm2vjeMoTEeiaYJkHJoa/AzxGKk4LJoLzQ2nZ41KKQZHhQEr44cX3AB/v/3JQ4q+kdFgiyvpaC+M20RdF+QKii/emOHf/6p8X9+xcPnGMD+6vVD2OaXgpRaXigqB602sX0pfGfCZXTbnnnH8jeiniv2HCvzr9zpp73YQAtYuj/DpD88NBEiOg8CZCJg1CCH46Nvi3LOlwN1PFpAIUArL8A/zk/ElWTXMYgF373MnxZnY163YstffMBWwr0vRNyDpH1bjNaTP7nVZvUBww8V+udGcasGfX2tQsP3+C9OY2HiXztPZut8dL3MaQyo/K3M4VjeH+LdP1pPNKyxTUHQFN//ez+JM/tY8sA1qTUWxcPi5G0opQmGDkGbwsT+qZlXzhOrT138yQN+gVyJ1+9S2AssWZLn8nKOX4B0jZJXPMgHEY8emQnKo2x1tqiwtAXM9ePCpPNdeGD+m5vyAgIDZTzyq0TMoyaWLeK5JQ7WFPiXgoWmQTMCi+lO/vl1tktueVNiuH/SJR+DtF2o0VM68J73UDv2jjgRAJmNPmyEkhD8Ve/PWE9dvdsWmMD+8debeCKWUryo4ZT8tOtDa5b5inInOXptPfqV13L4pBS/syvOev9nHj/91yYwDDgMOT+CGBcwqTENw7XkRvvHXlbzjqhjxhEU0IohH/BIe04BYBKKR0QYxPYIqTp8yfbzYru9IeHLimDqcVaOOBIwm0QHB9hbFi/tKvZ2wJUocCYCNKywSEVESNTN1WN5k0FD18odpIQTxqIZlCvZ3U3ZInQAqq6yyz00mEg2haRrDQzlWLJpwJAZHPFo7nWkzM4qO4t4nj69B2zI1LtqUxJySDg9ZgjdfWX1M96yv1hmVffdrpSd9DaYlu1ucw98gICDgFcs150WxRtvGNKGIR2Y4CCqIHOVQ6OGMx/42m3xh5qzx4Wjtkfz6Md+RAN9ejeTghw9ICvbMG/TBblUSPHNnkIUF2Nt29MNaZ0ITgqrkzHZIiOk2DcAyobH2lTMo7we/6Z1m38CXSf/JrX2nfkGvEgJnImDWcu4qnaoE6LrCNAXxqP9lmf5h0dQVkVwfXjZPcdsWVDF/wt67e2iifGiMTEaVPaQrBQ+++PIGxzIFH74+zqZ1UdatjrNiaZS5c8NIK8KvN0Ou+LK3GMfxKLshKsB2wThMulbXNRKpKIWcjeco9h+aSG3bjpoxe1A8jAE8Uj7yrjmcuTKGZQqiEQ3TFFx1QSVvvPTYnIlFc0ySCa3smj0JT+84cT8TAQEBs4sNq8K84fwYpgG6GBv2Nv06IfwZQUeC7Si+/qNePvZP7XzxW938+Rfa+cXdQ0etaHTHU+WvdxzYdWjme8UjpWVa4bA+45684DjnSkzl7VeWLwsVAgxDo7JCL1mbEGAZgk0rXxlZCYDte2a2CQ9tGTmFK3l1EZQ5BcxadE3wnit07nuhSM4Nj2YI/JIWDUWT3EeutR2zMIK9Zwe5u36COOtaSNSXD9sfBWXUU2fc0AHyxZd/v5E8PLBN4GJgWWBZGrGoIpOD9n7F7U/DDecfmcFrqoEdhyjbg1FfoQiHdHRDp5C3SyqAEskIicoo0lP0dg4QtkRJ41xdlU4sok3TNjcMOOeM42/4C4c0PvvxhfT02/T0O8xvDJE8BuWsMYQQvPGiODfdPjKeoRhDE2DqQbwkIODVzJsujnHFOREOdbk8vhvqaxRKTZRUKqWoTYhp5U8zceMtAzyzI4/jMj4s7nePpKmt1Ll005H3YI31SUxFASO5me3F2oWCLS9NPB+NmQwP2biTNvsxx2YwK06A/MgEF5wVpbXL4c7Hs+MmVAgwLZ33vznBmuYQP7ory9Z9DihYOt/gPa+PEQ69ckqDUgmddLZ88O9wUusBhydwJgJmNSN5l0V1Djnboycdoujo1MTz1Mbz6F6U9ss/gpnupfKu7/HSdx6l0H83WjhC8R8/SFtnmnnvfNMxvW9DGfnuioRGOutNr18Flsw5/GY6lIVHd5b2fuQLko4uZ1SlCbq74FCXznwD/vM2j6Vz4ILVWtmIWm0FLKqDAz0TDoWhwap5ftlURWUUYRg4tkex4KDrgnDEQgFDfWkGekZAQSph0DRnIqokhODDN1Txrz/ox5MK1/PLkFIJjesuPnHNzHXVFnXVR1l3MAPnrAnzkztHsKfYB0OH8888PoWugICA2U867bB7zzAxF9KZGKmEgUQgJSRCsGnZkQ1dsx3F489lSwQdwC/zvO2h9FE5E2ET8jO0NMyrndleJGOCt5wLt21Rfr+eEjQ1RTl4MItu+KW1UioMU+OZPZKzaycMUme/5L5nXNr7JNVJweVnmyxuPLoD8jtfn+SctVF+dX+O7kGP2pTO2y6Nsniega4JPvLWBJ5UoEB/BfYXfOAP6/i/X28v+9xbr646xat59RA4EwGzFtdT9A45CCVpFN0sjQ6Q1+OMhBpACJTmHxTtZAPtG99J7kt3ggLpZFFSsu3D/0Bi+WKS69cc9XvrmuDS1YoHto8+oCAWEcythbYeVRK1MXS4/Kzyv0pKwRO7YGe73+8hhMLQQdckA/0u+fzECdhxobvXY06dYjgPz+6D3W2SP3u9Rtgq3bSFgAtWwuIG2N896tA0Qi5d5Fu/GEEzI4DAChlYoYm1SSnJDIyM9nRofOYj86Y1KK9uDvH/PlHHA1uy9A56rG4Ocd66yKyN2kTDGn9xQ4pv/mIITfjGVyrF265IMK8+mNwaEPBq5me/7eSmX3cgNHjXOxdRWwGm6e+rUoKuObiuhmG8/HGnYMsZk9ojM0SzZ+LclfDgC1OlIaAiAovqD38IX9wg+NgboWfYtyG/ewbWn1WBEFAoSNo6bbJZD09Kijb0j0hyRfjW7Tau67/nUFbR2m3zjssMVi88uqNe81yTv/vjJPtai/zvL/v49NcG0DU4/+w4739rNZHQ7LQFR8K65TGuOC/BfU+kSx4/Y1mEy8+tOE2reuUTOBMBs5Z0TiI9j0X5rZheHoVGOlomcqDpaHPmYCxZjLtn//jDXsHmwH/9iDO/+5Vjev+6pOBt5yjaBvyMQmMK4mGTF/Z7PPyC30TXPFdw2ZkGlfHyxuFQP+zq8Ov3daWIhyWGBqDoHSxvnMbKdaT0I1vP7VOcu7L0/rajuGdLYVzNY9Mqi2y/zU23DuK4innNkbJlWYau8YG315OsMNiwJl62oQ6gttLgD68+cbKDJ5szl4f5+t/U8fzuIq6nWLs0RCrxymkKDAgIOHr2HMjxw5s7sR3FkiVxqqstzEn9YpoGtmdwqCfHojkvf1BMRDUqYjoDI6WCGkLA8oVH1xfwuhUaIznJs3t9h0ABjVXwrkvFESnMaZqgKiG5/WmFYerjr4lEdBYvDLNnXwHblggN+oYVDz3vTsuoOB7cttll1QL9iN5zMr2DLp/9Zud4s7jrwRPPZegbdPnsXzQe1b1mGx99dyPvuLaGX989QNGWXHNhimWLTuzcjtcagTMRMGtp6xeYmT72Zat5NrMURxpomqKppkhTdaH0sOx5aFVTqkelpNjefVxrMHTBwlr/73axSD7nsWZBiHWLjyzivbt9QuJPE34pkhAKHZezlzpoAlp7dNp7x9ShKAlluZ6v7nHuyonHlFJ87edpDnV748bj3i0FikXXl+4DCjmbcNQqMSBCwIomnWsuOpFVtrOHaFjjvHWBQQgIeK1w/+P9OKP9XXPnRAiFygQQhKBvxGPRnImHZD6L3d0CkTihuvmTLhX86fWVfOPH/eN7qSbAsgTvfEOZ2tfDIITg6vU6F5/hz5lIxiB6FL0FfcM221ttssXYNEdACKitNujo8tXqwha09pRPqYxk/QngoaOsKr3zkWFcr/Sejgt7Wooc6rKZ33BiylRPFzWVJh96x2nQC36VEjgTAbOW3R2Cyixsyy3HVf6PqpRwsDeCEIqm6gn5I2GaeLtfwoiauDl/g9UiIWpff/Fxr8N1Xbo72nEdm7EG8GRlFamql1cgmjw3rjqaxxUhKiybqOWgjZbf1le5NNUJNm83/PtPshtC+EOXJrO7xaW9xyuJQrkeaLqOaRk4tstAT5qG+VUIzY9wWYYv4feWi17ZBiAgICBgDNedKEtKZ1w8z58YPRklYWdHhI0rRgfIPX4P4ZbnUEIDFOlwApVcNn79+lVR/uFDOrc8MEJXn8PSBSHefFkF9dXHVjIZtgSNhynFl0phO/7spLGhoI6n2NdZwPEMhPAbyiejCTFedqoU/PQhr6y6H/jfD3PSSU9KRSYviYa1w85UaO20xwNhU+/X1eu84p2JgBNL4EwEzFr6M5KewvxxR2IMqQQtvRHmVxURAlR6hKrb/ofmvz0fBNgjRZ4KG4QqYzS9/+3HvY6eznYce8xx8Xfs4cEBrFCIaOzwQ9yWNkL7AFSF0iRDNkOOQcxySrIqhg71lYralKJ3qHSwmy4gX4Sb7nOZXyvYuEzjYJc3LZ09fi/LwPN8A9vR0k8sEaKxIcKGlRHOW2NSlXjl1roGBAQETObi11Vx10P9FIqSji4XBaOTov3nlQIJ9I74jkD/theJtD6PUBKh/EiPyA0jtSGUlIhRGb8lTSE++d7ak77+Xe2KF1t8EQ1Ng5VzFWubYCjjB8Qsw5vmSIDvEKSz7rjCU67gv96bcvg3dTh3pT7upNyzOcMv7s3guL4E+LlrI3zwLcnx5yezdEGYHfsK02yN68L8xsCRCCglcCYCZi22A44sX6fqSkGhtRNxqIW5L91JRbWOZvohqXBVlHB1jA2ffwtGPHZca3AcG8eeLsmhlGJkaOhlnYlF9bC3E+rNQUKGR0FFUZQkHwA/2tNQLSl6/sYvBHieIu9ItrdoKAWHehVPveSxYbHANPzJo1PRdIEVMlEof8hdRRg9HGF7q+DFgy6rmgRvvdA4YpnE2UQ27/H4MxkGR1yWLwqzdnm0rBEMCAh4bbBmeZwrLqji3scGcFzY3WbS3OhiGaPlno7gQJcJowdyuWsLmpzSD4FCSJdMTyeJhrmnbO37uhXPHZzIXksPdrT5MybqRrPWpq6IhRwyRZMxqzEmCxuJmtTXa+O2RNMESqkSiexVCzWu2qjzUqvDPZuzbNk2MWNBKXjihTxDIx5/975qCrY/4ToR9Xs6rr6ggjsfHcH1JrI/lik4a2WEhppA2CKglMCZCJi11CQEHQPln9OFYvBPP0YoP0DF312Cbk7JbQvQxLFNLp2M9CRjpU1T8Tx30t8l/cN5RrI2pqFRk4oQi1g4js15S136uj00ZZM0MkimR3WkgmhUIxq3EEA4rCGQDAyq8ZkXngTpQM+IjmkIbEeNr0opRbFgkx3Jjy9V1zWGByFVGR13PHa2Kh5+0WNOym8gX9ZkEg3P/mzFvtYC//iNdjypKNqKcEiweF6Iz350bknDZUBAwGsHIQR/9YGFXHVxDd/4WT95W2N7q+WX9ShwPP+AbY2edHS3MOO9ssNZEg2nZt0AW1tLy2DB//f2Q7Bsoz6+tzdUFNjXJbGlha4LPM8PJGmaIBbT0V2BpoGUAsMQ486GocE1mwz+++Ysew+5DA5NfHbD0IhVhBFC0D4Mf/vfaYSmoWmCSAhuuMRiRZPBlz8xh5t+28/WPQVCpuDK8xK87epXZ89dwPEROBMBs5a3vE7wH7d5aFOKYDWhWNGYxlw8B6sjj3Kln8+dhAAQx6/mY4UsyjkSIMazEp4n2XNoAGdS/e5ItkDMlL7DofyaV7NgUyfa6WYh03MT0DUULnlcoREO6yWpa6WgpRc++a4E//7TEYYyo0objktuJE+yMkooZFAsuIwM5SjmHXI5m3gijCcVjgf3Pesy0p/11y4VN1wR49L1s7dxWSnFP3+3k1xhwvIWioq9rUXueGSYN18eGLeAgNcyq5bG+exHItz6LKSz/pRpPwPsl/Ocs8K/rtNsYrHcgZim/yqI1M+ZettjQuUzKCnRYodXj8oXyz/uen4gaFF9mAPdBZQCTdrs2OWwYGGsJBs71pgdj+mMpL3xxwQwp0awY5/DnkMutsO4GdM0QTwVQUyyNUUbhJAkUxYegh/cXeTj12s01pr83QdOoYcV8IolCOkFzFrCluDajRqmZpMIO+iaJB5yWDd/mHlVBer+68sUHANhTP8xVoA+ZwHOjs0UHywwSqAAACAASURBVPkl9lN34fZ10Hf/E3T++i6K3X1HtAYhNKpq66aoIgl0Q6ci5R9i+4fzJY4EgI6D4zgoNZo9EBqOFSPRs5/mrofRPBs8D+V5KCnZ0xmi6GoYht8nkYj66huhMnreIRMaqnWuv9hiqC9NZjhHMW+zZFUDDfNS1DRU0DA/xZJVDWgC7KKHpoEa79ATFGxFwVY4LvzyviwtnTM0YcwCOnsdhtPTOwFtR/HgkyOnYUUBAQGzjYZqnY2LJTWVEA75TcfxKKxsUpyz1N9HI2dejKOFkGK0eRmQmo5txkim4kjX5dAPbmbzZe9m82Xvpu2Ht6CmNiLMgEwPUrj1f8n/7F8p/PJr5H/1dWRfx4zXJ2eowI1YvoJUfaXFmYvjzKuxCEcNTEsrOwNDCDCnVB1VV8A7LjF4YlsR2/GHyyWSIaIxk1giVOJIjKOgrztN56EhigWPB56dYeJeQEAZgsxEwKxmVZNGVdSmdyg7bfsTIYvUX7yXri130rBxLvpoLlsxGrHJDeDs66dICLu1l+wdj1LsH4Jsll2f+AyiqgFcj3xLO1ZNJc1/80EWfPhd9Gz+Pa07DoGhkTz0HJH+fVjrL0BccA3KNIlEYySSKfTRjMlwpjhlk1fo+FH0gjTxpI6heYSUQ8QeQlOSVYduJRuuRQmNUH6Qg/alhKy5REIgsmAYAl1XWKbA0ASGLsgVFK6rWNcsGMoqzl4ZQdMUSinq56RKtMh13U9ZN8xL4UmFlIpcziEaM7GLpY6D48Ejz+V5T+OJm3B9IhHlq8wmngsICAgAzmo2WLdIsb/Hn9GzoBYqIhMBmeYlKZ7Lvw97+2YW6Yco6jEOJM4mZHTj9nXx7J/8Pf2PPoMcTRsM/v5ZWv7nJjbd9QPMxPT9UUpF31CBnsEc85/4DoadQ4xuVmq4n8LvbiRywycQ4ei01569CB7c7pc2CRQNiQzV0TyGpmjtCtFYk0AvjJAa3M8l0Rzrz7J4YWQhh4rT5UzjYZdMSEcAzY1ww0UTtiCZClFRYY2XP42kHYoFD02fKIka+yyFvKSQd8hlHZ7IWbzzitARzac40Fbk8ecyKKU4/6wEi+cf3UyOgFc+gTMRMOtRqHJxFISApj++HnnJSnIHXyLafwDNszGaloGI0dawgjlDOwkrFyuapLDybLzYXLxskdgluxj+r+9jP7MVgEJbF7v+/qvs3dGF954/Q5y9FjSNoTVXkty3mcbHvot4bjM1n/gc4VFJWNnXgRzqJWyHyBuVOFKjYzjKSMHgrDk9pL346MoFBReyyqJOjxB2s2goEoUe//MpWKS1kg3NnZ4B0RTJhIauQyIucF3Ftla/Uc8yBO+9vo4f3NJHvGL6pi+EIJ6M4DgerqvwXInnKtLDpXXDSkEmP8NpfRbQUGNSmTLo6i3tOLdMEUwsDQgIKEHTBEsOU5lz1hmVyDWvJ51VpEKCuu2beWx3O62f/RF9jzyDKkzUHynbY2jLdh5oOp95f3QJq77xb4jRSdqOK9l5cAhHKuL9+9A8Z9yRGEd6uHufx1xz3rR1NKQEl69RPLNfUqX1EA2rcTWpkUyRbK5IfXYfmnLRBCStIudV7WHLkORAvnRo3IKqLIViko1LBRuXTQzFW74oTLFFQ2gCge88RKMGhiHI570Sm6FpTIw6UjA8bHPLo0XeclH4sN/vn9/Zz2/uG8Jx/c9+x8PDvOnSFO9848tLpwe8egiciYBZTyIaYmA4XxJFGSNVWUGo/nzYeP74Y5mRIYpPPE1t5iCacpGaycF5F+BpYZQnERUhQudsoPbMtQz+338hd/s9xFctoFhQeH/8IURoIqqizDDDzeeS3Ps4sZ6XGP7dz+l4w8d9OT+9Bs+pYm7/s6ywH+DO6vdRJExNJEvOi/iSfqObtf+HTmfqDBb1PVnyGRQwIpIlkoZjjNW/CjGRzjZcX+nK9WB3b5ilqxtQh+k1V8rPXiDAdTzkFEHykAnrV8zeSJIQgr99fyP/8PU2POkrjliGYNmiMNdcWH6QVDoreeLFAj2Dkub5JhtXWjNO+w4ICHhtoQlBMi5wDuwke8/PUU0bOCiXooqPl73ezRRp+cH9GBV/R+N7/hCjup5uL4UzupeaxQxClimH8lxye3eQLZpkUs3UNlRSGZvYhypjkqanvou64GrQJ/ZgIUBKSVZPkHAHxx83NMnZqYMcyNcDAlOXRITH8rkaV6yf3iOYKeqjkrFqPHsuNCgUpq9VCEE4alEYndOkgEeeK3Dd+aEZ51G0d9v85r6h8QF/4Jef3vrgEBdtSDAvmEXxmiFwJgJmPbGIRSJqkc5NlBMJIaisiBCypv8It3enAYXp5ZChCH3JJXhaGOG6pHp3UNG/D6npDNethE99nNxd95PZ1Urz3TfSWuZUrnSLkcXnEOvaRWa4yO5ei1AMohp4UiMd38BDHfM5s+8unq65ljNCu+hVS8p5BoxEG6fdXwhYHOuhTa5AMdUglArJCiGwTH/IEfgqULoucDwFo3Kw469UCiklrqtGy6HANDUiUZNc1hl/7/n1OmevmN2b/qJ5Ib79xUVsfs6Xhl2xOMKq5nDZFHxLl8tXfzSMJ/2Jrb/fXuT2xzQ+/d4ksUjQJhYQEOBTePxucGw8K0a0JkEhZKIKM/QKKOi980nmXbgCDiqMyqVQvQaETj5e72+mU+JdSggslcPs20qybzu7us8l2rSElfP8fb7ngfugvxulG9Oz70LD1sMwpZ0tpDlc1NyNh46hKdr3K2oqyzdg5OxSR8IXJhRley8AjEnKeALQdI10DipnqIB9alt2WnAK/PfcsjUbOBOvIQJnImDWI4RgfkOKkWyRoXTedyQSEeLR8htVXppoyoPROtVsuAakZN7u27Hyw/5zQKhlM5HEPLrnz8U92IrTM4i21GCqO6GUIlO1iK3v/Dae5d/TEP4Gqmt+StiorSc60M8bxe04VDPVCRi/Fxoeuj/oWikEEmWFqTcGiDp5skytrRXj0rCTblLyvXFsD13XpxkIISbS3a4r0TTfOIRCxrgzoWtwwbrIYSehzhYiIY3LXvfyZU3fvTXD5PNA0YGBEcltj+V5x5XHN3ckICDg1YM34muPe2aEmms2Mvz1b83UnoVyXGQoAZ6HZmpUD+6haCUZrlhAIdFArmIO0ZF2lBK8WHUl+yvWI4VBtephg/sEKTXIivRmHutuYm51mIqIIPfA71ANC0ArozyoJKYsI/kkdHRdoKGwTB3L1ImESjuwpVQ8shNsqcrYhcN8P1w56TpBLGYRP4zQn66JsvcT2vRJ5AGvboIwXcArAiEEyXiYBY2VNDWkSMRmbgwz8DCkPV4b9P+z995hkl3Vvfa790mVuqu6q/NMT/fkPJpRFkJCQhJCAbDBgJF9TbCNwddggz8bc23DBXNtMNdgY2MjYxPNh5EJIggkJCGBhBKKI2lynu7pHCuetPf949R0d03XCBCMNCOfV0/rmT6VzqmuWmuvvdb6LaEVmalD2NXZuUACQKqAptmjJJzIgOaYjKzgQrQiVFBu6Sd00jVLLAiUWJAlgaQDBzJbSYoKaXeKJn+CRbVHWiFCnx+3v4aDzecwktuAGhmCIEAIuMy6hyZRBDGvdHu8vGnuKbSuG1ZnyChQECKqeZWSun8btSChWg1JpSy01oThvHcJQnhox0k0Cs9AZouKsanFKfwwhEd2vnCuMyYm5hdHd/aihYhKlLItrPzknyGbG284yKRDcsNKZMIBw0TqkNbJ3YQjYyBgaNN1DPReym3972Rv7kJCaaOFZFx2cof9Ckqk0ELSW3kS9fj3qN5/M7nVPfibL0ZTny2I/i1IBieo1QlJqquPDSu7WL+igzV97Q0Hd+4chKFpSCUX3yaEIJFcvNLXWlMuuggBhilZ0pfloo3GM5aHXrQ13dAPSyG4aOszD3SNeWERBxMxLzh6WpOIBfmFbPkYqdljSLVY/lQrRVNnEjOboXllB6vUDqQOyIztZt3tH2LTd/4UrUGbi7Mggao3ok4+y2B+G2UrR091H7aqIvXxORMQaklJpxGWzWzTUnSpgAh8GBsCICOrXJu6l1xSc9UWePnWqJ/BlJFcLETlTX7tMqSAhM1cDe7xTEQ0QXs+IxGGimTSJJU0aM+bdLZbZLPzO1mGFBwZVZSrp28T9s+KYZxU+GkusIqJiYkB4OxLwbQw3SJTQTPpczaw6u7/oPn8DYgFJbTCMrHbc3RcsrZmWyNbYgZVJv/5C8x++euIwiR7sxdTlFnqs9KCEIMniqvRKmSZtxenMoGuFEj3dSG7evC1iaoFFFqDRuAqi1G6cLUV2TRpkuzqx2lfWhPnOPnybe9wpBJlyBMy27XnTyRMkkljbqNKCCgXqzRnk3QtzbFydQtXnutw9bnPXLzS1mLxu69twzIFjh39WKbgd17TRkdrPCX7vxNxmVPMC45sPlv3e3N1hIJpooREnpAt0FUPb7rC1s/8MQA5f4SzHv0WengIqUNmW1chlUdonGgYBRpNVC6qo2mrLT1MGB5TVjeJsEBf6QmOWGsZ1p1UPJMghOaUwjI0FVfScbjW7Od7CCeFke/BWroO48f301nrK/61C+HoeCTf2pWFY5Pw2AGYmFGUyyHlYiQfGxoC32cRQiiSliKREHR3WpHzaDJobbUZH68yOR0yXrH43G0+oYJz10iuu9BEnqGaq+mkZEWPyf6BgIWlvJYJl2w9fZvMY2JinnsyPX2MXn0DYv9h8k9/n9FNL6HNmiH/Lx+l5StfYvRrd6Ncn5Yrzydxw+voCHZFD9SKqnC4z7maVb/ZyZLgEOrYvZCcYdo8j1DU+wuNpNS5ElHdwdH0Ro5Yawi1Qcqs0sYUSoUE0sILNEcnUkyXLQypCWlBin66sx7ZtMGLO362HoTjk7WFELRkBZPTC8qddHQ8mbJIpkwMKSiXfKRI0NmR4mVnw5bl8meShAW44sIs52xI85OnokGo525K09IcLy3/uxH/xWNecBjSIJQOIS4GCgE0mdVFHQxaa0IvoOftryGxpB20xhsZZ9bqxO5MMnnpDWg7SRcevgqZrKYIVO0roxTMTKGbM0jLwDZDDKHxtUUYCAoqz4S8AFelUFpim2BbMFk0CXzFWV1Fjpz/m1RmKmwYu5fkudcsuo7JKY/DA2WWdCfp6HQAQTYNkzMBuw+FcxmKbJNBe6tktqgplSOnISUkEgIhkoADWlB1FYmERAqBYUBHR4KqW6Zc8fFNiWEYPLJH0dIU8uJNZ65p+J1XZfjbL85SrCiUinbdVvdaXH3h6TvlOyYm5rnHchI0961CD0+R2NKHrUtUwwSJ0QMUX3MD7b/x22gEycoYPVNPzU3O1kHA/fa1XDzzTWzhI6TE0IrVxUdoNw5yW9MNdfWpAkXOKLAj9xJG6EGrmgSsn6YYpOhrGqEcwBNHWglCuUAMXWMaAq/ikSs8SbFlBZnunz6pe1k+yk4oDU1pQRjCbFFH9pDIP5imrCn9gTQErfkEmSRs7PvZA4nj5JpNrnpR9qffMeYFy5m7YoiJeQasZJJiIk+megyhNdIw0a1tiMnxqOwIjdKCYNVGMpkmVNVnqmoz1HUFvSNfYfKKN4OUcybdECGO9HH9aBiQdF149++jjg2Q/uY3kNlmhIDQD/FCJ3IGho1AIxdIaTSnNBMFg6fH2rio5zCpDptjxll0HBuiqWde6elvPrGL2+8exbYknq940fl53vfH6xFCcPsj84GEbQna8iaOpWjr8ql4MDhugohmU6A1M7Ph3KIaQvItBpl0VDNrOyYTU1UgxLZDSNrccr/PLT+Y5LpLM1x8VrKhY/F9RRBCMnH6VUq2Nhv89dtz7DjoMzGj6O826euOTV1MTMximnJ5LCdBrr076iewLfyhh2B8cK5kUgiBFoJAS1SgGAs66Qj2zgUSxxFSkAsn6fYPMmSvqB2Nhpj2ysM8qS9A1/XlCZSG8UqWQpkTAono9iDUTPkZuuQoxdsfY3p2lvu3vYe+TpOz+hpf05Y+GJyCUhUqrsBxBO2OQKuQcjWaVxTWUrdaaxzHRGtNoBX/dptiaTZkXZ/JyiUGpargoX0wMB6V3Z61HNb2/HwDQ7XW7D1cZce+Crkmkwu3Zkg4P5vvcD3FA48VmJgJWL8iybqVjX1SzPNL7GFjXrD0nH0+1UoVd3YW88ADCMNCt3VFahzpZuyzryHcvR+zpYlUfx8j9z5EkGqitOklaDEfSFQDg8HZ5rlaVpRGbn8KZ88Ocq++CnvmKF7zOoTWeIGBrlPmEIia8pMpAwSKTMJmouBQ8h0ytockZPSBuxnuXk7P5g1MTHnc8aMxPF/j+VEz8X0/meSTn9nPG167ss6I9y4x6cpWaElFNU5KQ8YJ2TucxJAwORWgainv4zHNxFRIyoFMMiRhzQ8u8jyFbSuEEBwdCfjszTMMjQVcenaK2+4rMjQWsGKpxZ59s/xkezTttLfH4YqL8xwaDrFMwcoWje8r7n1klh/9ZIZUQnLNS1rZtOa5VVGSUrBp5XxJgNaaA4M+rqdZudTCsU+/ICgmJub5I5Odn1kjLngF/s77YXIIpIHRvQJzzfmEVY87llyM293HRe+/Gho0OCNgTfgUo/ShkLRYs5ytHkIOjWJ0n02wSOZI4IYWUxUDw4hEMU54OpZu/y8mf/JF0Aq/FND/8BF2vPlTDEwIWhtci2MJrj9b840HFz4LCGmQTEYZbIQmCKIkeyTcISlXoacdpkODL/+gQtpSNLdlCMJoHF/JhXt2wFQRLlr7s72vYaj5yKeP8cSuMmGoMU3Bp28a5a/+aOlPfezhwSp/9tHDBIHCD6IszfpVKd73jmXx3KDTjDiYiHlBk0gmSCQT6I5XoGfGUKUZZDqLyLZHClFnb5m7b8m3cXDxW7rmFuxaw1ChCaUXLD6lQK3fQteH3kHXsfsRP/gkWpoUX/4mZnIXNjiLqLEuUBJLQmdTmelShvGChXPLJ1BDg5gph3TKpPjDZrKrLuQjl07wb48v46mxSArV8xTf+f4wv/M/VhLWnE0qKcgkQlpSPlLCVFFycNQhYQRIHVKpNtYT11ojVZW+Np++PKzpgbseFXg+VCvBXMOe62u+86MC372nSBhqQgXb91bRCkIdiVUdGnD53NeG6extw0mYZIXij/5ujOEj41S9aI/t/sdmee017bzhFR2/+B/0WTA46vPRz09SKCukiJznm1+V5cXbTpThjYmJiQGZasY55+pFx82MxeZ//RBPvO39qFDRcNKo1uScKle3PxyVRQUB4dA0R5ZeSkCDvi2tcQODllRANq3xQxidMVE1gQ8R+uT33YMyLAZ7LqKU7KClcJCXTN3EruYLccMGRh4wDcFUqf6YUpqKC76nKBRV7eU1QkAqZUZS44EgmRAs70/y6OMFWgKXtvb5KdhBCE8ehm3LIwGQuufXmnI1On5cbvzO+2d4YlcZ19O1x0czkT584zFuuPJkf4GID984QLEUzmWIglDz9N4yt9w1ya9cFU/YPp2Ig4mY/xYIIRC5DmTu5AvabrPAISUwRYCrbYQALzQIVYNd7ESSsbVX0DNwDygQ+CRK49BwILOmSRboCI6isKmY7WzsnsYNM4y+9i+QQpH2pgm8Ah3F3chpRX+uynvfIBmoSj73fc2+QcErzgso3vIZ3pGoUrWaeSJzKU66DSHgwLDFxKxBueSxfwqUcjFNQSJhNkgJC1xfYNYuqz0HL9qsuftRgVKamalKdNZaE4YQ1EUkAgQkUgmq5SrJdIKOJa1Io6YgJQSGkyTX3cbw4TE04Hqar9wyxtWXtNCae24VPpTS/M1nJpgu1Dfef+abM/R1W/R2xYojMTExPztLXn892bM3seM7P2BzulhbjEc2Vtds5WPpy1keDpFVk8xWbQZ7X4aWJmZVESjJiTOIFBJktDI3DUVns48sT1NVNv7ECMKvcsvL/h0lbQLDwVQeOwoTXN19hP2DY9x33z5kIkG6MkrTrvtozjfj6FleNVZABlWGUmt5tP0VTKsMQRAFEmGgqFT8uaFz5ZJPW3uCUEWZE40mmzWZnPLqggmIJMkni9CzIC3yyB6fb97rUXGj4OTCDRavutjm9vtm5gKJhUzMBJSri4fEHmdk3GNk3F+kzuf5mu/fOx0HE6cZcTARE1Oj67xzKT3yKFKHuO3rFpQrNR5Ad+JMCl/amDIkUEbd/ftmH6F/5D60kBSPTjD22ACVzvWYV1+P6llGV2UPHaUDaKUIfZ+C1cF3Wq+j1fLp6tH85e8PI4WKjL63EYIyufIkqws7eLJwGUGgOThs4xYLzFair7QQAt9XKOWTSll1AYUhNZ0t87l0w4Cl7WBKzdDRKUzbWuAca++A1oRBGO3GAYZl0LmsHcsy5gOJubdFkMoksRwT342aO0xDsH13icsuaBhtnTJ2HPSoNnBkQaC586ESb3rlc3s+MTExZz6Z1f30vfp6Ju75Gq2JamREhUAHATubL6ZotDLquWTlKMPpzWgZ2eWM41NyLXwlETWd1kCfUPYkJNbsGMvuvBFZmCa7vodbXvJ/8HWCjm/8K60//Boi9Jk9+3Ke/rUrCHrbKNn9oACnC3HWJjZV7yO3/Q68nnX4dhPto/t51d4P8tnlH6FQCFBKUyrVT/oOAsXYaIVl3WlARP+dpJIoVJBeEF/sORrwlR+4c718APc95fPw0xUODjSQGSSa/TM6GbLjgMuGFYszNvN9fotpNHU75vklDiZiYmrIZJolXU0c+NRnsL0y3hv+CKu1Aymisp66+wYu7Yd+VHfM2vUwzSsuZrKSnluEN1eG6B+5D6lD9t30IEe/+xRKKYR4EP2pLyHe9SeM//rLgQCx/SeoiTHsXot88VGGllzMzJjE6AhpM6dRpsG0zlHSFsl8wBOVFkZGHZSCIAiYrdRnIYQQqFDjeSGOE33VpdCkE4qefH1hrgaCapXSTBkn7ZBMJzEN0Fpi1R4b1objKa3xKh6FqRJt3dnGzXBa4ySduWACAannoVm7VG6886U0zBRPvisWExMT80ykDzzEk5+7jcH3vJ+W2QN4ZpqBnvPx7EjVqEMMozEI5XwtkBTQlPBROipfqhY9imb9Drt48F6M976TiazN0is3IsIOikaO/g+/lfSex5F+NHwzd++38bbfh7zxz1m4eaWRPOm8mJm1F2DbkqmigWqHRLdPccRFa4nnLZ65BFF/w6EjVVatSIKA2dmAllx9LZMU0JmD7IIq0Vsf9OoCCYgCjrI2kKYBwWJbK0RUhvvpr0/zsT/uWORHutotWppNhsfrgxHbElxxUbwJdLoRBxMxMQuw0jmMI3sQWpH82LsB6FuykUOv/hBaCLTlIEKfzOR+ug7cVfdYe3AvplukyTKY8ZJooGfmCYQOmT04ztHvPYWqNVRrNAQu+mN/y9RLLsftXEfPJW2MltO4AzvJbTyXFukSKEE5TFA1LB4d6mKqkkCKSImqJVlFFKPdm0olbJxAqWUoDEPhOJLObMBZK3yME9b15XLIoX2TAHgVj6bmJLmsQ8VfKB8YPUhrjWWZVMsugR9iGI2lBIMFDss0BNs2PvcTUdf223UTv4/jWHD2+kSDR8TExMT8bLS0hOxKrGS0ZRP6hBnAAoFBSKMxmlJAIiyR9YYoGTm0qGUnPA/zL99Nstni/I+8HumYeFaG5M4dpPZtnwskAGQYYJRm0INHoLf+lTWa2apNZSb6HaDi2bS0aEYmQtRJ+iykFExMhSQGXXxfYRnQ1WYwORugEZgmrOyWvHzbguBFawbGQxpm7zU4SYfAn89qHyeRSYCAqdmQQlnRnK7P0AgheM/vLeXP/+4wodK4nibpSJb1OLzyykZt5zHPJ7GkSUzMAoxUBqz6nZj04NOs/bc30vnjL5KQHitaJtm050sIpSgMFJjaN4VfCbHa8qwZ/xHN3jApMzL6dlBGAKMPHZwLJBaipST80Y+ohA4VlSDtaExDY5uRwoZtaqRhMFDuYKqSQGlJoAyUlkxVEmSSkRqT74WNbXkkQRU11+mQ8ZloNvhxux6GGs9XfOu26bnH2Cb8/utyVPzGQYIQAiEFibRDpeQuul1rjVIKqX2SCUm2yeCv3tWPZT735ibXZHDdJRkca/46bAt6Oiwu2hzPnYiJiXl2JDafR1N/DuuBH5wg5xoxrLtQWtAaDCFU/ba9VD72j75D2957cFQZqaPbxfZHAM2KN1yEmbIxbJOkqNJ2+OG5GRcLMbwqeF70swDPF1RcqMtYaIEXCJLO4vIh25asWJ5m44YMG9ZlwLCoeAInk2BoUuB6miBQBAEcGFIUq9G5PL3f5V3/d5RSKZzrFzkRpTSJdAIn7WA5FnbSJp1NY5jzwYNtNa5nWt2f5DMfXs1bfq2T116T50/fuoS//bP+WI3vNCTOTMTELEBm20hvXEvxyZ3IYN5AS7+KX/XY89QIGy7xmd5wBYMf/v8IK9F9tNL0Xifp6xtihX8fKw3J4Vt/gt60BpUSRI3LghPllbQWjM0YJAoGTaaDMKxGMQEpKyBrV5lykxx3EJHClEDrSDIvCBRIFgUAiaSsqXUYrO8XHJ0wkARYqszomMcDj5YYG685MwFnrUvz2W8VQFq1c2z8XmkdBTqeG2LZxpyD8r2AVV2aN161FMeRbFqdxjCePxm/X7uymTV9Nnc8WKJS1VywOcGlZ6cxY2nBmJiYZ4nZ1kn22tez5btf5QmujZqoFwybG6WD1WIPXeFRACZFN2iNRJHddS8zn/sCQ4cKrH7HONWXXM+Y04v0hyjrkPxZvYhaJnhGZehZ4jLR1Epi4tgJJ9F4CXdiIHEcrQUZo8pIOH+blLB2dRrLEkgZHW+zBOlUggOHyjiOieMYKBXZ/CAU3LdDcd4qzce/NInng2l5WHZyUTN6uRz5RyEEpmki7PrzEsC2dQkSzxAcZNIG110eZyJOd05ZMCGESAA/Apza63xVa/3+Bbf/I/Bm4qaTNwAAIABJREFUrfVzX/sQE/MMdNzwZrwbP4l38BDatBBBwFjHFibPehm/vmYKfM3+t70ff7ZSl8E+8s3HGLx1O02ru8ltXc7yazYghA9K03Hhco7e9hTKOyE7oRSlc69gdtrEC/O0Zep3+k3t06MO41BlebugGhjceXQ5s7RgWZLpGZ/JSb+mvKRIWCZBqOcUCwMvYMX6NGMTGpAIoWnOSLS2GB5Jcttd43PNbJYpsG3BNZfn+dRXZzF/ShWQQGDZJkop3KrCd32C9hC3VOWKC1rZuvb0KSPasjrBltWnz/nE1BP7i5gzkczl15PYdA7q8OPsEhtxddRILNAkLZeS00Ny8igdxmFaSnswi1MkkyA6k0y9cjOP//Vd7P6bryI//k02vedVZM/q534pCEoupUwnXyy+golqgrBNw/96Hbn9j7Hx8+/FLkWZZJmwMdrzhJaNYH7jp1RpfL5SB2z0n6DXqnBn9QIA2tsTdYEEROVOqSTkW21cL6RaDXAcg2pVoZXm4JBkerxCEM6XvxamqzgJE8sx0UpTKXt41fmMjGVCW4vJxEyIaQrCUOPYgt+9Pu5/eCFwKjMTLvBSrXVRCGEB9wohvqe1fkAIcS4nEdGMiXm+cfrW0/OW36Z6eC+z4xVUvpvNWYlnjaF0gvL2vYST041KYQndkOmnBsidtwYhBUJKtBA09baw5PptHP32EyhNtB2kYez3/jdhLmrAq3owVXZoVvNDLnrVAUw8JCClxrIV1/Xv4/NPbqBsJpic9JFSkExaUeJDETXOzVQRaDZtbEZKgeNorBNEQ7q7HF772mXsenoav+qzbmWS6y9vpVSFpqxDqCW+r5FSLFbP0Jp0UpDPSg4P+YR+ONegffHWJGetaaCnHhNzcmJ/EXNGYrZ309vaQebwbryqS4UEIEkbLi1dffzgol8nLJaBSOkuu7aLlvPWkMl6pDqTlEcqtG5djtPezJH//DHNZy1n173D3PayP0FpgV2rug1tg+nV5/DE732C8z7xZpzV/fR8+N0cFoqCJ7ANjdLRxOsG/c4ASBQbvUdIOQWONW/kWDlLJm3UBRLH0RoSCQPfh7X9isd3VOf6z2amwTIUsjaAL2qm1lQrPuWSNz+nSUUysaYBl5+X5jeuyzJbVBwd9mlrMdi7w3xehDlifvmcsmBCRwV0xdqvVu1HCyEM4KPADcCvnqrXj4l5tgghSK7ahtO9gnRhEmHaqNkClU/+H7SUBAfGmRsrfRKat61G1Ka/CSkZlV18+xXvJHHxEJldDzPSvZFi6zLMhEXODXEcY27CdqgjS5ykhEGwqLFJCMXm9nHuHehBa0gm51WcjqvV5lqSLOm2sK0oEJASulr1gucQ+L6mUIZt5+Y5sLfAst4UxyYUj+8NSKUiJzFb0qhQALp2yRpDCvJZgz/89WY6WgwKpZAHn6pSqSocz+RlV7X8on+CmP9mxP4i5kxGGgaty9fjlWYJqhUMy8ZpyjF+x4/n/ABEi+vpnUNM7xyiub+Zjm3tHLr1CHZLmkfe/YWoSTlUPPU3H0bpesltwwDDtqks30DbnV+jvTOKMsTe/bi+xK2JHh3vXTAMjQzc2qaXBgEvLd1MVk2hpMFVXXsY7TmP3YOa2UKIYQiSSYFc8JpBEAUouw/4hIGe2z/TgBsILMsgCBRhGM2tgGjzKd+RoqUliRBw7fmSzf3GXFlpa9agNRv5l707TsVfI+b54JT2TNQcwSPAKuCTWusHhRB/CHxLaz3UUFIyJuY0QAiBkclhZGobou3Q+pZ3MX3Tv5PqrDTMSiykUgrRer6P4AF1HiEGhZalFF+0FNsSJKuKQjFguBrS3ubQlI6+jrpm/E3dWJ/blJBNROVQ5kmamrWGYjGktcVECGhrCjlwqMK+gy5+oGnJGixbYvPYk6W5Ju0n983gVX0qZa9up2rtpg6acxkMKVjd7rJtjUNvpzHn6JrSBldekAbg7ruf+++05ynuun+Cx58u0NVhc+3lHbTn7Z/+wJjTithfxJzJCCFwMlmcTHb+mGWetOls9tAsmaVphC0Yuv0JdC2dEKSaKeWXLep9E0JgWRLPFVSMDOBFsuAL51SoMAogPIEhDDa797PM24cSBl3BQE1dCkAgDIN9gwZHhjQwX37bljdozkTPWa5oXDeg2FBGW2BYBtWKT7hAqSkMNaWZCr99fZo1vcbcJOyYFzbiZB34v9QXESIHfAN4P/DXwGVa60AIUTxZDawQ4q3AWwHa29vPuemmm075eZ4KisUimcyZWeYbn/tJ0Bp/cobKkWMnVbCQSYd0dzYaTASMqVZCjLlG5IW92J4XGeJkUiIAGRZIJBKAxlTeIqeiNBQ9m7JvAnrR7ccxDDAMgQBcN8T39aIYqO78NaiTZFyamqOyJd8LWdJuNLwPPPefGaXgyLFKtINWG3IkBCzpSpD8OdPnZ/LnHeDyyy9/RGt97vN9Hr8oP6+/eKH4CjizP4PxuTdAa2a370aHi5X8jiNNgV64628YlJeuoaE8H5E6UltTEPkQoFr1CI1MlHwQkKhOINwqgZnA0CEJs8FMCSEoOO2U3Ma23LIEYaAJAk1YK1VqdDYa6gKJuacnUtLLNT2zDY4/M88Pp8JXPCfBBIAQ4ngz3duBau3fy4ADWutVz/TYtWvX6t27d5/K0ztl3H333Vx22WXP92k8K+Jzf2Zmt+/iyKe/QnVolPSa5aRW9KGqVXa860PIhEn7W17Nypf2kfAL3Oy9nJHMmmhxv2Dxr7WmUAgYn/DYvD6FbUFL6Qf0rdyAq0w6ggHs0MWQ0fc0UIKiZ/O1/ZuQlslswUefkA6HyKlkUjA27pJvMdm9e7ZhZZYK1Vw/hFtx62ZDHMcwBOs3d9DWkWbHjmnWLrN4+2syJJ3FjuK5/sz8+38e5b9uGcb36+1Ye97my/901kkDrUacyZ93ACHECyKYgGfvL85kXwFn9mcwPvfGTN77MA+98q2gNTqIgoqe113D6O33ERZLpNotiodm0DU7rIEn/v5u3Ez9MDutI3nWtOVz8boC2ClGK02Yk/dSaroEL4jsccoK2Pzgx2k58jAAZns7qSUdKCSGBKEVR1e+jDuntzI63TiYsG2BWw0ZHioBYNmL+yq01gR+SKmwWB4cYOVSiw+8vX3RY4bGQ1xf09tpcu89Pzzp+z4yEfC5b82y85CHlHDehgS/dX0z6eTp0WNxJn/eT4WvOJVqTu2Ar7WeFkIkgSuBj2ituxbcp/jTAomYmNOV5i3r2PSP71903OnMM/qFzzD21VvZvT0LXpHWZfsY/81/bJi6TqdNxic8WlJVerNFxsoajWDGTVOmj2XWIKriESo4MNPCnnIvViLqk2htsSmVQqqumns+ISJncPBQCUNC+3KDvY2aqDmuxKEa3nYcDfiBYuBIAa1h71Gfj395lv/1pue/J/bu+ycXBRIAs4WAoRGXnq5YwelMIPYXMS9UWl98LlceuYeRb92JP1Og7aUXkVm7AuX7jH7vh5T37mf3+/4BXVP6W/W+N9G7/ghfO9paU+UTc4NDtQbhJLlnb4J1K028QGBoaoFE5FvKvsmjW9/J5UffhNSKmdmQ/1z9TlaEe8k3h8hly9FOGm/85OccBpqkHSBllP0N/Ej+Gxacj9K4ZQ/LlizpbSaTNilXAgaPFHGrPplU/aJ/ZCLgE1+ZZXI2RAqBlHDtlsZ+p1RRfPBfJyhVo+sOQ3h4R5XBsYC/env+59okinluOJU9E93A52t1sBK4SWv9nVP4ejExpwU9r72Wpo0rqb75D9ClGaQhaF/Zyj7RuNVCa00+C53NHlpIQi0ZreQItcTTaXa6a+hNj4DvsXe4F19bC4YORcFIMqHwfI3WmoQjGRwsozV0tJmkksZJgwXTkiSyCSoljzAIG2Ym0FAtB2RySWRJESrNwGjAoaGA/u7nZlTN6GTADx4qMzwZsq7f5iVnJ0km5EmHF2mtseLBRmcSsb+IecFiZtIsueGVdcekZdH1yiuBK8ms7OXhN/wxTVtXkX/ZeRhJj99Mb+eWA6uYrCbRGixD09zqYBjRYl4EZfJJTXnBlOsIQShtxjrPpmPkEfxUK2XZzFPyHCxPc56sYCroaVNMF09W5gRtWZOhYZ+qq9AaPDekOWthWZJk0iCRMBg5plm9Njc3dE5jsaQ7wWOPTTA+FXBgwMOQgoqr+PTNBWaKx8u5auW/UyHD4wFdbfV+5MePV/ACXdduEoQwNhmy+7DPuv64J+5041SqOW0Htv2U+5yZBWcxMT+Fpg1rEe3LEBNPAxqnp5O2dJnxUqpuWqpSGr/qsb4fSkE0kVlpWRuARO2+goFKB93BfgLVeIFsmJJ8E1Qqit27C2iiUicpIZGQ9C5xGBh0WVjeKiXYCStSr0rb+F5A6Bn4J0zqtpMWVipBPp8gCGB8rIIwBSMTz00wseuQx8e+OEmgoh2qp/e73PrjEh98e55XXNXBjV86iuvOX5gUsHxZivbW2OGcKcT+Iua/Mx2/ci1m5j0sf+t1yERkt9qSVd648Sm0jspbH53qZ8fsEgDSSY00HQqeoFE4oBCU8itQ4TGmL38Tzji4Hvih4OG9SZa1++SbQyyp8Bv4lEzGQglYu85m795ZyuWQ7u4k+XwCuaChes26XDSjYkGmQFqwfkMLDz84wvs/NY4ho7kVnq8xTVk3+VoDP3y0yutfVv/VPjoS4DXQH1FaMzwexMHEaUi8dRcTc4pIdOWxW1oRlklw+DCbW46Ssn0MoZBCIVHkUxXamnwOjCYpVup7KWzDJ2O5pC0XQ2g8kUSHjTMMAjClZvhYCSGjQEEImJgKQcDZW9KsXpnEqu0g5bIG2aZ6N5TOOGxdBdu25WjKJWnKpejqa6NzaZ4ggMkpn1zu+FRsTU/7qQ8ktNZ8+uvTuH4USAB4PsyWFN+4q8j1V3bwonNyOLYg4UiSCUlb3uZ9fxhXw8TExJw5dJ3TQ3V4ZK6v4jhCRP/za6pNTUnFsnZFKhHNb2iEFJqUrGJ7RWxVJdckMIzoubxAsH/IYv+BgC1/eCnZA49xPFNgmZBvNbFMgUZgGJK+vgxJB/Jt9YFEdP/6QCI6X0FTxsCxdG1iNni1UtQgOKGkVsNUYXFzen+PiW0tvi4hBEs6nptseMzPR/xXiYk5RUzc8yjpDovOi7cw+vAjpF/7Oi7tPcSUl6bsW2TsSAP8jj1LAMGBIYNN/VGZUdqKmq5lTfXJMUJmSikcB6qBpj6trUnYmg0tQwyaNrPYGGbUMKe05p6HXKSE1pzJVZflsEzBwDGXx7aXAY9Us4MQAjthIprzVCqS1s5k3bVoDcVZl/ZgBkMm8QPNX/zTKP09Fm96ZY7lSxpY/l8CU7OKmQayhKGCx3a5vPEVgr945yoOD1bYubdIW6vNtk3NGA2GMMXExMScriRyDoc+/X3OuuLF0ZSVBQjgSCkPaLpaFcdHVyRtTTTseqFP0FhS0TX8E0TgYT1yF+PLNmAaAl9rlNJsXVGlPQsTnXnWffiNoDRHv/wQeoGsLUQyr4GCTC5F1VUkE3KuX0GpmnzUSVC1rPqJhGGIlNHSUwjYvGrxgNMXnZXk5rtK+IGaK3UyDVjSYbCq99T4mphfjDgzERNziqgODDPx2CHaL9jEyg+8i6aRPWjPJ5dw6coUmSw53L2vh+MGVymYLkuU1hgiCiRgXu403ZqkMy+wTBBCRz9oTEPTnxlDEDAyY5NOO6RSVk19QxAq8AMYGQ954DGXHz9UqAUSEWFN31xKSUde4Ddom4hOxKBjWTPNukAYgmGZHBoO+cCNYxwY9E7Je2hb4mQy7Tj2vKPqW5Lk5Ze1c+6WbBxIxMTEnFGUDxxl4ukx3KPj7P+rzxO6HgqBQhBqyd2ja3GVNTdN+jjR75qkrYmKYjUJS7OEo1ilSYTWNE0dxA+g4mrCULNxmUt7NsoGZD/xUWR7B0EihXDrVZnKlZDhMZ/ZQjTpulBUTE4HBEGt60FDtaoXyaO7nmJ8KmTbSsk1q0fpyZSxbAPTlFHsUbu7ZYJpCs7fuDiYSDqS//22PGevc7BMSDiCS89O8p43tsbN16cpcWYiJuYUYTSlCSamefR9N7Hp3/8M3bWMSbObH+9omVuwSxTbWg6zLjuMKRRjYStHhEY2CvM1JO2Qpe2Cqhc1pDk2tBQOsdYa5PuDG7EdC2mImgLGiatwQag05coJT1ubkC0EtDRp2ltgaDy6/0IcRzDpOrjJVpK1ZIHWUCm7fO5b03zw7R2/hHetnkxKsrbfZtdBr67fw7bgivNTi+5fqige3uVTKGvW9Bqs7jVj5xMTE3NaM/6D+5naPw3AxK0PMn3vdjr/+E2kX/Vy3ESWTNZCFRVaRxOpF1YbCQGtmRCto2yA1uCNzZcO6akZunI+zbbL2vZJfCdPqGrBQFsv9/zlt0nsfoLM8DhOrg1pSJTSTM8sLj8KAiiVFc1NEilhtqixbYEU0eTrYjlkejYKbFyznUmZJ7lEYw0UCEMVPXeo6O2UXLg5iVM1sMzG9jmfNXjnG1p+qe9zzKkjzkzExJwiVrzzTQAU9g+z831fYDi5CiENunLzu/hXdu/grJYBMqZHwghYYo2SoIrQDYYcCVA6kn5NOtCUAlsqvN272f+xL3BkMoNlG3PSfY0QQmBa9YW2TsLANOd1xLetVphGfSghJfT2mOza79XOIfqRUpBKOxwcDNgz0Hjg3S/K216TpbvNrPVFRJmZ8zYkuPKC+mBi30DAn984y9fvrnDLfVX++esl/umrJcJnkL2NiYmJeb4xmzPoBeYzLFY49oF/4eCr/4DCfY+TT7vMDI2y44lRduws4geK1spRNo/dStKfoWf2aYSaTylPp5ayZ+WvUk20ECpJlzHExUuP0uaU0OUCtz+S4M7HHG79iYmTTmKc/yIqS9YwU1T4vqJcObktDwJFGGq6WwRL2zVjEyEzBUWheDyQgOPeQ0oZiYN0prFsiWlG/ieTkrz8otQzVUnFnGHEmYmYmFPEqve+jT0f+Ae0r6lOV7CIFChWdFaZLUsMr0xPcgZL1isRCTTN/jgzdufcca0hVIJAnWB9tcJ88HbG3Aw6CIiUNTnpbrzWun5iqYBk0iIINW2tJiXlsCQ9yzUXwSN7bWaLmlRCsqTbYnTMrys5Oq59rpTGSdp87tYyLzsFfc/NGYMP/c88BwZ8JmYU/T0mHa31pkspzb9+s4S7QAHE9aMA4/6nPF68ZXEqPSYmJuZ0oOO6yxCWiQ7ry0WDQ0eZesef0fbp/8u2dZs5PODz+JMFLnS2s9HZiakDTDpZNfMA3aVdPNTxq2hhUAlt9q+4nsMrr+XCym0Mhn3MDPqsyY2QMQpU3HZAkMmYSDk/9FRrzWxRUa0Gxzu/F52rENDX6vPqixMEocH3H1fsP6apepHvOq5WmFazXFK9jRX+bgIM7nRXcfPYVnxtsk82sX/g1JTG/jy4fnS9uSZ50gxJzM9GHEzExJwihBAsueFVDP7HzVSeOkBGSgRRwLBteRn2747yxg3mIeS8EWbNNgTRwt9VJkFYa8gOQ3S5DLYDlkHpje/l6R0+vjZrOz1RytkwRINSJ/Cr0Q5Wc9aiNZ9EITlvrY9thywZe4iew4cYzm9BrVrBjJdE1xKY/gLd7ygo0XP1r4YhmRj3KPScmiyAEIKVvTYrexvfPjAWUq4ufm0vgPufjIOJmJiY0xczneL8b/8bD171W3XHRXMTyf/5VmaWb2WNM8VV2+DBpzTbzKcxF6QyDB2QCqbpLO9jp14PSLRh46PZlzkP0w0p+gmeGO9lWWo0eowxn2Gee71aVjsMNdIQDTMHpim49KyoCdo0BNeeYzAxeytjTzzN1zt+n1BYWNrlhuKnSOoSBgoHeHnb06xIjvHhgy9nZHCWm++yOOck9vxUo5Tmv+4ocudDUc2vlHDdi9Ncf0kqLot9lsTBREzMKWTVe97K4H9+G1yX8NAhjP7+uSnVzvIlyNJuFlcbapKVCdZN3UrZaUWrED8UjBpL6fSnKVvNHPunmyhsvYTcdS9l53QGt67iJzKGtm3geWHkGETUZ9DWlsBZOa/prZSmKRGSy2jS1VH6vJ0YOqR/5D56eYAHmq9jxmwjxCSfDhmuTUTVUVns/CvWDPB0MZL+k89xE/RDT7sEoW7oCLwGE7JjYmJiTifaLruAS5/8Hrv+9P2U9hxFtLTQ+4G3Yfe0I8xjhJUq1xTu5Mp1OUQD+2rqgPyTd0DCgBXrakcFUyLPxW07uXdyI6E2OVRsB4I5YY8TkVJgmoKZ6QpN2WSdTbVMWNMLbc0LZkVozUPOpfT5j5N3Bxl1+ljvPY6tqxjMBzy2DFmVHqM/Oc7hahsHjlSel2BidErx8S/PMDK2II0dwjd/WCKTElx+7uJevJifThxMxMScQjLrVtL3268j2P0gyUe+S6H7TSgnBQiqIkWgDYQfIK36r6JZLSBUSHNlGBWEaNclZwxgEhBgsuJ/LOebxgXkzUkmC/lG2WiEgHPXQ3suutmyYO+woLxAtENKQckz8ANoKR5CLujVMFC8aPbbjFlLeVxtRTs92E6FaiU86URtNBweDlne89yZljDU3PmI1zCQ0FqTS8fBRExMzOlP07oVnPuNz1J65Db86QKBWYawhAhCzNI0s3sPYV1+FdIdq9vMAVChInxqB61f/AylG95O+Q1vAyChK3QHA1zV5nHr2LloIlWlk9lwpTRSCNrbHJb1wEwR/ECQSWm62yQvXlffc/fUIcXDB03ub/8jlnr7UWZAV3AUmwZT5zQsS0xxqNJG8/OwZp8tKT72lRKjY4vPTSn4xl2lOJh4lsTBREzMKWbjP76f0Zu/i3HoHtqCXfiugW8kcFQJwzTwBkdxlnSBFMjARwQ+wogW9SpUUCkhDYkgKk8yCZBCcCn3MKguol5jfB4hoKsNrJpSk9bQ5ASU3XpnoDUcHLHoTzR4DqDNH6TfaOKQ20V3d4pSMWBkuNywhAporET1MxKEmoe2l3hyT4V8zuTyC5rI557ZTB0dCdDPIHmeSTY+HhMTE3O6IQyTxOpzYd/DmKGC0mQ0/K2q8Ysuctlq2DeB1qp+2lAQcuz2JxFulfSX/hn3JddCTw9rzf1IHZJWBTrsaca95prLOF62qut6JqSAtYkjnJ/aQZtfZLBlLdN2F025DCv6smRO8BMP7lSROqGQDDircSsBx8I8a4SJRb3OuAZGvCaEgNdclaM4fgrfyAbcs93HO5n0OZFSVcyzIw4mYmJOMUIIOn/1Ovx9fRTu+Crm6k2YuTz4Hsl8H4N/8w+kz17P+KO7qf7uB0AXCEONrrowPYrR0oo4YYUu0XSqY0wZHh1Zn+EJAy3rg4RsRlD0oqbvlBngmCHWSeb9jEwbHOtbRbvYg3GCkpRGcpDlLLVHGXDzJJImyaSkUAgWZQOkhN7Ok4xl/Sm4nuIvP3GMY6M+VVdjmvCNO6Z5z+90sWXtySOCintyB6CUJtGgJyUmJibmdMVs6SS19UrCySF0GGDkOjBSzTSdfQkjw0cpLN1I6sATSBRaKALfZ9eNP6B4eCJ6Aq1xHriTZa+7mF5jEAE4fonl5hGyJUE5uwY3NBAEVH0D0zpeGitwbEFB9mOIPSSosrL8BJSfwGw7BzOxddG5uieUkdq2wSOlLVwif4xBMDcvKVCScS/DnnIXXZ0JSq6gXNX4gX7Omp8Pj4SRGqEU6AaZGSteET9rYi8bE/McYa3aRMvv/gXZ1WeR6+ojf+HVpFZsYN2/fBrv0BBy5BhjX7qZY26Wez7xICO3Poh2G6SKa2igohz6Pv5OnOr03M68lNH8iZXLJNSmkJYDEz+U+IFRJxurtcbzot2o0TDPruQ53FE6n28WLmWntwIlTJyzX8qrrunjlVd1c85KwfiRcY4enMJz/Zqik44Ms46Un6QQHB7y+dJ3Z/j3m6fZvrd6Uqnahdx67ywDw1EgAVFvuutp/uELoycvqwL6uiwCP1z0GlprvKqPDuPdppiYmDMLaTlYnf3YPaswUs0AWK1tpFvbCRIZxo1OHvv7u6iMzHDPWz7NyD175h8rNZsSe9ls7ZrzC1ppxKH9bNn7H7xhzSFef5nJ713vcMkWk+YmSXOTQTJhIKUkwOIufdm84IY0KYimhnZ8Q788YZCeQKRzfF6+kRHRTaglgZY8WVnGx0d/hWw+Q9k3+MJ3ZhmbCnjHR4Y5fOzkfu6XSU/ewHc9PNdr6C9evDUW6ni2xHFYTMxziDBMrGWr647ZbW2sv/GzbP+NG1i27zscmV7O9FNHyV22HsM2wK2iE/WNcAoYdfrwC1XsA0/T16YpNJuoQNGcgdbsifKwgrJvYvszhGELUkblTZ6vCcMoAJkuwqPHNhGt2wW7/JX0OPDmzsjAmqbkrJUm//KlqOmiXKjiVjxMy6zt8mgqrua2+4r81x0F/CB6jQeerLJltcMfvD73jEoZP/pJsWGztOsrjgx59C9pbOhTScnS1pDBKTBMY67qy634KD+gNffsMiUxMTExpxu5jh7C0iysXY1syxNUfEyvPpsstKbrJRvmftcIJnYeI7zpu8z2SuSxf6D7/X9L4Hkcm8wBi22kp22+O7iCNmOatZ0uX9vRh7kHrjtPszQ/b8cvWm+w/YBifEbXzTgaE118zvhdrtwS8th+xbRjsLY74Ok9JTxfEHrRAL5iWfPRL0zwiT/tPOXCHZWZAkf3jaO1xrJNUk0pTMvAMCW5ZMjrXtZ8Sl//hUycmYiJOU3Y8Kkb8WY1ybBAizeICiIHocslCAK0UvOZAAz2NJ/HsUqOsz/+DpI/vo2MqNLVLhoEEhFKCzZbuwjcgHJFU6lGgYTWGqVg36CB0vPa4r6SHJuSPL5/fme/UFJ1Bj8MFG7Fw3N9wlChFNx0ewHPZ25Xy/U02/e4bN/r8kzY1slmY/CMafDhcZ9feWkzXtmlOFOhXKxSmC7jVX1MU3DRlrhRL2l7AAAgAElEQVRpIiYm5vRHhQF+uUDon9xWCilpW7mBju4lbHrvr2OmF2+yrPiT12G159AIlJAEpkN4wcX4qzbgF8q4hw8wMXCImdFj6KDxvAcvNPj6jh4+8dBqfv+WrUzOBJRc+Mb9UFogw52wBZdtlqCiGUZhoPHcyBcEIUy7Nu9+QzMffEsaggCvQRKi6moODJ7a7MTUbMB/fW98LtjxvYCZiVmmRqd50QbBR/6oG9uKl8TPlvidi4k5TTCbmtj61S8TVhTBZJXhBw8RutH2vp6Zwq96jLesYWDpxexd8yraWyGRkrgdHWT//3+i7VfOIfnqSyFcPD07GnoHScPjavsuHFwMqeca+E4mn+oHsP3gfDDR3mpinMRqmKZRawpslF3Q/OTp6jNe/9Uvbsax64MGAeRzJj0di5s9pgshf/6JIf7k74b4+y+MocKQpA2m1CQsQTYjec+b8zSl48xETEzM6YvWmuLwYSZ3PczsoZ1M7XmMmcO70GqxLT+OlWun+fwrSa9dxQXf+ChmxpxToSi39zOdWUIh08V0dhmTLSsRqRStv3dDdB8nAUSlqf3NExii/nWU0pTLHjOFEDeQeJ7iyYcHots07Bw44fyji8D3NEHdPCLqggfXa+xnhDj1Et6P7ShhNHAF0bUG8dC6X5A4mIiJOY3IrF1B0+a1tF5+AQN37sGdLqH8kDAIObL+lYx3nkWxuRdtWCAly9qqjLdvAsNAaI30PZzxoyzUDZzbiQkEh6rdrDEP8bYV99HVLunpFCzrljRlTm5I7QXFkKYh+K1XttQbXgHSkAShIgg05YoiCE5IuwsWBQoncum5GS7Yksa2BLYlSDqCpozkT3+7s2Gm5aOfHf1/7d15lB1XfeDx7+9W1dt737u175ZlWbIt73hf2IyJHcAQYIJDnIQEMgFjwgmESeDMIWOTmQADAQIMS0IIBsxusI0BGy+y8aIFa18sWUurW713v6Wq7vxRT61eXmtpdau7pd/nnD7qrlev3q+fuuq+X917f5ede/PkC9HwqnzBMpD1efvryvnon9Xy2Q83snSejoFVSk1v2Y5Wsu0HohtHYRB9MO/tpHffjhN6fu3r38C5H3ozxos+LafWrKCQrGAgVUMhlhlMMkwihlm0lNilVww+tynVRXW8HyMhroEgCCnkA557anjGkO0v0N+XJwihd2D46y9ucSg1NS3mwnkLj36Cv3xVsmQPdBBYFs2OndDvOl5xr/QifCKQiGsicao0mVBqmhHX4bJffJ3lH3kH6770NGFVLdmyRvxYGkZUbDJiCZw4S/73PVBZQeKnD5Ktm0s2bwjCqHa2SEguDwGGLrcG0zCP2PlXEy9+aHddoal2+CS6IzwX1iwd/sC1F5dxz511LJ4bJ5lwcBwn+rA/5MaSDS35bH5wWBZhSNwLyOXHngxtjPC+d9TzT3e38K7banjvO+r5wj/MZVbj6EZm/6ECL+8vjGrACgXLM+v7mdccO+0L5yml1HgMtO0DO+JiZi3Zw634vd0nVMCi5UN/T7yhGgQ8GWPIkAixygyxa27EWnj64Gx+9vJyDmUzhFZIxmHf9lYe/dkW+nvzI59KGFo8B2bXDT9sOim8/jIXz4n28zxoqjecs9BlTsPR6/CVq1J4jj36+9joZlduoMDBtskd5nThigyl3kbPFa6/rHJSX/tsoBOwlTpNgoF+Oh/+KX3PP41b20D1624nMXf+mPvP/uDd7PnWTxmomU9YUz/GAg5CaOH7mdvJfONWGo1loOACQlA4soch5eboycfpNjXI6ptxXaGmzNLWE3VFh6Ewu9nl5VeiItxHJmhfstSwpGX0h/KVS5KsXJLkqXX9fPG7HVFX9sjbPiL0dvbS19VH6Ad8cTt88zsxPvWRxSyeO/Y8htmNMWaXSCCG6u4Loi7rEu1PR8/YQwOUUmq6scGI9RjCkP5HH2Fg7VraCwWcdJr6O/+SilddP+YxRIQ1P/oS6//oLyjb93u6K6vAGTI8NPCJ7d2K5AbAcVjf1si+vkqGrlHUOxAye24ZWzZ3jBp25LgOFeUxasthfsPo1798hcf8JoenNgf4YoorbAs/fxHOnxuyqNHQ3RfQ3ZkjsIJxTFRxrz+PYHngkU7e+/b6cb1/JyIRN3zkPbP5xOf2DK67FATwzjfWs2B2YtJe92yhyYRSp0HQ18vOD9yF39UZ1TwVoefxR2n8y7upuOLaks8xrkfDH76RrR/8NIu+8gmQUsmEZX9XAouQiFn6Cx4jF7CzCPmwmGBYeOiFLNUpl2VNLo93w0Bxrp+IMHeWy9JGSzIG8xsNVccY/gTQ3hVivBgxxzLQl8WGlkK2gDhC4Af0tHcP27+/N889/3Mb3/vXFces7HQ8c5tipaaG4LqweplOuFZKzRxeupx89+HBn/sefojss89AIbpbEvT2sv+z9+KkM2QuuGTM45Sdu4wLvvZx/Od+id29jt65K6O7/8aQaN9DetMTHG5eRMI47OyuZXRbYTDxBLMaHPYdCqL1fhwBgSuubOaK5cKq+WDGuHZXZITQiSrqWY4W4XhxNzRWWg62RXMTCtkwWpC12DNhgT37S08En0jnL0vzjXuX8LsNUeXAVcvTVJXrx+CJoMOclDoNDn3na/idHVEiAdHY2EKBg1/4P9hSn4qLFtz9Hvysw46vPoxrcwzvp7X4gbCzNQ1Af94psQ72kZeT4iQ7oSfnYcJ2vvlIoZhIyJAvw842h5XznVGJxEDOsulln90HAkJrCa3l0efzhNbSc7iPQtYvvpYl9EP8UmU7gJ7uHJt3DJR87EQl4oa3vbaS+JDxt54D5WmH176q7JSOrZRSp1O6YQ5SHMJq/QLZZ9YOJhKDwpDWr3/huMeKzVuGDQIyr7xEw1P3U/PigzQ8/V0qX3qMIJvHXnAlDfOXEo7RWliEv79pN3edu43randw+5J9fPHDtXzgjgwXLZIouRjD3sNjPsQrh6G5waPglx6y1dIwxoqqEywRN1xxYTnXXlqhicQE0ndSqdOgd+2TpassBQHZnVtILjqn5POcVJIrn/4eOz//H/Q/8gjxG6+nQNT7kOsPeGJ3PUEYXdz7sg5V5SEj7zaBpSLWR0c2Pbgl7eaYV5+nL/RGjU6yFva2w7whPc6Prcvz4ycLg5WcUgnhpgsdcnlLfqBQckyv63mIMdhw+FhgEWjvyAOpkr/ziXrNq8ppafD4yW+66ewOWH1OitddVabVm5RSM4oTT1K56HwG2l5hYOcWSg7uB/y2Q8c9lqmoZaDLkqwMcVzw+ruiGzzGpf3S26mfOw/HdXGNxQ+Li/IMkZE+Etk2Vu5+kJVBAK0u9kse/nv/Abe++ZivPdbUDhsVjqIi43DlBWkeXds7ap9nNvTjB/aYyYqavjSZUOo0kETpqkI2DBHv2PMD3LIMi++5C4BCXw+dzz+ByXazSZYjNA7uZwTaugTPhZgb0FQ2gOtaurIJauPdHBooByw18R4yTj9VmQz9PZnRMVkYuvD2zv0BP3mqgB9EdcMhKvX6wGNRt7Rf8Ecd4wjHdfBLTLo+dLjA3967i2Tc8NprqrjovMy4hj0dmbuhlFIzmROLk2legNvdzWEbliiwDV519QkdK3Pbu9nzsb+j8Yr5OIkY2aom2pPzSBUMlZXl7DgQ0tdvEUdwnZDytAUrpGw3a+LrIc/Rm1+Bjw18un/wTar/9J5jvm5LNWzYM3q7MdBcDH3hnBiPrh29TzZn+eEjndx2U9UJ/Y5qetFhTkqdBhXX3Yh4I7pxRfDq6ojPGXsS9kheuoy6K2+m5oY3sebq5SRiAkSLBWVzId09lp7ekFzBYXdHht+/nKDcdLK3rwbB4jkBLWWdgDAwIITh6CbLAk1Drue/3VCgVL4QIhR8cEoV7yaag1Hq+JVVCb7xw3Y2bOnnmfW9fPILe/nqdw+e8HuglFJnqvjiFSQba0d3MItQ+9Z3ndAxUvPnMPefPsW+nRle+NcX2HP/72msa2L2VRfT3hNy/+OWXAHKEgELmwJqy0LqKgJSlWn2xxbQX7cAlp0/7Jj5HS8d93UzCeHcWeCYowNnHQPLmqE8Gf1Cm3eOvSDfky/2ndDvp6YfTSaUOg2qbv4DUhddFK0HEY8hnodTXUXTX9+DlJxYfXwxV/ijqy1+IcT3j3YlQ/SvYyCR8vjV+jQmzNJc0cvCmk6kWBVq18EY+bwdtsica2BJE5QPGYHUN1C679pxhEtWxMmUl+5ZERHKq8txijVnjTFUNVSSrKkhU1NJWXUGsGRzAQ881M6+g5M/AU8ppaYzcVyaPvQ/Sc9uwsQ8MIKbjNPwtndSdtk1J3ycRFM953zyHq588n5Wf+NTVKxeThiGPPBkQBBCOmFpqrUYA44T9R4YgcNOPa1+Fb1rXkf/0kuxxR5jiZ3Ymj1xY+npzNPV5eMScNliWD7raBtXU+lEw65siMUeLR/O6IKAaubQYU5KnQaOF2fW+z5C3/YNDLy0DreqlsyFV+BlTq2+9dbdeYLw6GlclhZSSRlcY0GsZfasJC9uD7h5TR5rhVzgkHCFAd9hVrqHqgpDbz5JMu6yrBlm1w5/jfMWOOw8EI7qnfADuOPGNJecG+N7jxhe2twbLWBnonrkgR8ShiHJsjSOa8hUDR/KFEvEKK8pp6utiyCw/MNndvP5f1yk60Mopc5qXvNcZt37VQq7NmPzObx5SzCJU5tjBvD0tpDOvuj6WlsZMvJSKwJiYUt2Hg1lWbj07Zjzb6Xl4c9Stfqiwf3ae2B7sTN5QQPUFmtePLOpwHd/ky+2FVH57hc2wQfenKIsJVhr2b0/jx26qGrxewFuuFSLZ8xUmkwodZqI65FZuprM0tUTdsxfP9MHsQog+hCfTsmwD+wigutCIDEe35RgTs0ABVPO4vIDXLWin3Qims+woD5kfnNFyddYs8zjyY0+h7rsYELhufDaSzyScWH5/BjL312LtTX88tFdfPrmWbzvE7uLk/si8dTou1oighfzMI4hDEJa2/M8u6GXi1dqg6KUOruJMcQWlC7MMV772gNsGPUUO2aMngAB3xoO9iSpThdwk5Xsv/mvmbUyWqnudztg3W4GFwzduAfOmwOr5lkeeDw/7KZTEEB/Fn75XJ5br4yzdXeODVtLV/Krq3a5+uLR1/4wtPx+e5bDXT6L5yZoqjs9VZ/UydFkQqkZLIeHEQgtxDzB2uENhLXgB0JVVfRhflurYaA3izO/ikurt9Fmm0EMidjYlwLPFd53e5JnNhVYvyMgnRQuX+GxoGn4XAkRwTHQWBfjz+6o51//szWKIbQ4rhlMcsIgxM/7g13bsUSMbF+WfMHy/EZNJpRSajIE3X2kUhV091g6e4VMyg5W6DvCiCUMhaw17OtySMd8qtOGft/g54YnEhB9v/5lKIvbktWcghA2vRxwK7Bx2wD+GKVhr7wwQzw2PJhDhwt87DP76e4LBo91xeo073lrnfZgTzOaTCg1g82NHeSAN5eBvCGqwDr8ApvLQ2jt4Af5ZMIhHkuza183V1TmqfDb6I41UFN57BVAPVe4fEWMy1ecWFzXX1bB+ctS/GptL9v2w6EuoT8bks0WKOSG10/3Yh5hEGL9AlUVWtZVKaUmg3R2UN2UJuwZoKcnQbbCkIhHvRTWWkTAlYDF7h5md6+jWyrZHK6k180QhrC7rXT5V2vhcO/wJGOoTHHydVnawXWFID/8IDFPqC4ffe2/7ysHaevwGVrH48kX+li2IMENl5WP+31QE0+TCaVmsKtm72N7upot+xO0dsex1lLnHKYl3oYfGrb6jXT4R+/0iwgiln4/wcu5eppj7SxaUEGsOEm6e8Cy4yD0ZKE6DUubGaz77QeWH/xmgMdeyJErwPwmhztuSjGnofRlxPUc1m4zZHOWIATjGJKpGDYIyWULw2KKJ+Nkewtcd5mWBVRKqclQn91HPN/Hjc5TrDfns+nw+VSWCZUZi+tYXGNxjCWIpyi3XWRsF43ZvayV6zncU4vvG0aXmYo2ZVKGuQ2GXQfCYUlFzIWrV0VDky5bleYr3xu9VoYRuOKC4T3S7Z0+L+8vMLIgYC5vefCxbk0mphlNJpSawaqbqni5M8clC3JYa6nIHiQV9uIQ1SmfH9/Piz3z2dQ/e/A5xgjxuOGlntlsdecwa4fhiqWWfR3w1FaiHg6JFq57YRdcusSysEH48o/62LD9aJnYHfsCPvXvPXz0znJqK0ffVfrF09nBROIIESGVSQxLJo644fIaaqt0PKxSSk2GK99yMfsf+RFpGWC1sx5nzjKsGf0xMBZE8xoMYAg4N7uWhzbfigUcYwkDwTGWilRA3AsJQqEq7fDOmxN89WdZXmkLcUw0Z+KGCz1WzI9eI510+Nh7mvmnfztALh9NAC/PGD54ZxPlmeFtSC4fYsYodJgrsXaRmlqaTCg1g3kN81h28HH2yQLicSFjezBytDqGkZBV5TvYla0nG0bzJsLQIkGBlsJ+DrjzOdjl88RmaO12CK0M3niSYmWmxzaCCUM2bCtQGLGItx/Aw8/kuOPG0ZVGNu32S3Z7W8BxDYE//MGrL9Y7TUopNVmcRJx4KoXNG+J+H5nsIXrideAc/SgohTyNvZuHPa/cdiJEw2XFgIilvrwQVX8S8BzLpld8zpnl8N7bkhzqDOnptzTXmuJaSEctnZ/k3z4+j+17cuzY/DJfftt8nBLzHxprPVIJQy4/vNHx3KiHQ00vmkwoNYM5qXJihX7m9KzFT1dhk5lRJTragyqaK7IE4pMOe8gOFKjLtNHQs4NES91g8tFYJrT2psgHR+8QiUTtzLNbA1xXKATD+5yDEPYcLL0CdkXGcPDw6GzCL/j4xawklYlTUZ3GdQ1bW13mzrKUp3VinVJKTYZMSxO2eycEIWXf+wKdy9+AWb4cCgVwHHKf/xx9lYepfPWqwecEuNG8u+Kl+UjRD2fIpTq0sHlfQFOVoa7SUHeMqufGCIvnJnhlp5RMJI7s8+431fJvP+rDiXmIhVw2T8zmuPV6HQ473WgyodRMJw7ZeAWxQo4wmRn20P6gns3hYkITJQh5E8dJhzSxk87qC3Cdo8mBwdJY1seezjLskHGx1oJxnZJVOBwDs8eYM3Hjmji79vnkh+QaA/05+rqzgz9n+wukMj7xRJJnN4ds3JXjb/4wPjhhTyml1MRxK2o4PGcl3qFX2P31b5Bt/SHS3IR7+WXkb76Fvjf8CT27tlDGYcrpoWAd/HyBWKyfvJtGxJLyorGwobVgo+RCJGorsnkoUQn8pPX2h3zt5zkQh6AQ3ZRyPBeMy6adOS5cnjz1F1ETRlfAVmqGk1Q5AR65ffsJ/aNdwtbCtmAhIUPGooohwLDDLsQNcyUOBqlYYdgxfB+WzTact8jDG5E3uA7csGZ4y9HT5/OzX7Xz0qYOrlgueG40tCoMQ/p7ssP2DYKQtgPd9PfmCG1Uferx9aV7OpRSSp2a3h2tmM42Dsy/kmx7HwCJm6/lwF0fp23epQxUttCx8lp+7NzGK7SwNVhALh+y4PCTAKTjIXHPFjvAhSipiNqK0DKqjRivr/6kj0JhxA0sC9YKX/tR12BpcTU9aM+EUjOcUz+P1i/9C+GurYS1v2fuX/0BYWDJxcoJSt0vEEMnNdSEPaMfAhyxhNbiSDSMKeHBkhZhaUt6WDWnBc0Od9yYGjb5uj8b8kd/vRGAILAYAzdcUc2GPQbc2JhlBTvaekll4vghbN+nk+uUUmoy5Ns6eGXtZlJvXUGiqYZ89wBd/+1uXDt8ArQfCL/megizLOl8iLp4wGaxeI4tudidtdBQIXjOxPQqb9o1ukgHRDemegtCvmCJx7QHe7rQZEKpGc5rWUD7w8/h9/SRa9/BoZ8/Q/KTn6CwdC6Ba0pe+AvisSuYR0WYxzFHP+E7BqoyDgHRB3pTnIR9qBuaqwy3X5vi9mtHT7YGyBdC9h/Mkc0NTwYeeaKDv75zDj98xtDdUXr100JxDoUAVWXaQCil1GSoXLOKTd/+GRV+ljl/+Ub2PradDpsc1U64DgShYY1Ziw1D+rwqHBmrN0BwHTh39sR9pBxrde5oWJXFc7WdmE40mVBqhhMRcBP4/Z0A5Dt6aJ9/LRDDCaMVTodfmC1GoGBdOvoNtZnoA34QQGW5w+7DMri/JeqdeGFXSEVKSMfHvoCve6m35PZsLuSp5zppaWjkwB7w4tFlp5A7OpwpFovuirkOvGqlXpaUUmoyxBvrqJ5VT4IsqRvX0Dn/wpL7iYBrYG/lSlptMwOVLaRdH5GotzsIIVcwBCG4jqWpgTEnU5+s0FrqqwwvH/DBWjLlCTwvaiOCIKSmIsXz20LOX2gG10FSU0vnTCh1BkgvX4INiboSOPpvEEbrRlh79CsqGRstUCQi7OtM0tFj2LQnRmu3GbVIEETP29N27OFHYaknFgWhZdlsoa6lkoqaNBU1aWqbK/DiLiJQVZsh7sFrLzG01GjjoJRSk+XcT9yNv3kTNggpn1c7WNFvJDGWPltJR+UiciTJBw5haCkE0D3gkPMFPzRkC4at+x16sxMzj+Gnvx1gX2uBgd4s5ZVJPM8pLrgquK6hqw9+8rTPVx708QOdOzEdaDKh1Bmg9oYrMQnDkVV+vA3P4poAEfBDIe9DwY+SC9dY4m4YrXjqWFIJ8CVOT86lEJROCiyQO8686JXnlFHqsp6IG151cTUPP5NDRDDGDH5V1mTwYh7dXVl27ejkX799mPf982HWvlR6vKxSSqlTIzZg+5ceIbRQK4dYk1rPwthuPBlafMMS96KebafYtIgI+cDQnzuyEvaRGz9CIYgWOT0V1lp2H/T5xdNZurtyxBMexkRJxJDoAcjmLQc6LBt36xy76UDHEyh1Btj71f8g6PeR6irs//oc8XkLwLMgIX4A+QJYDDE3JOYGwy7OQlSBY04jeCak1KwGx0B9xbF7DBJxQ1NdjFhMsCEUfEsibjh3SYafP2cRIzQ1xBAglw0JQktnVwE35hAOubvU013gP37RR1kqwzlzj3+JyhdCvvm9V/jxw4fI50MuWV3Bn719DvW1E1CfUCmlzjD+jvXElsxHXBchpDo8TI3TxmJnO9vy89jmz0NEKD2CSDAGwmD0I/s7xh9T70DI5x8YoPVwSN4H1zOUV6VGJBJH2dDiB/DURp/zFzgl91GnjyYTSs1w1lr8Q61YP8T+7cdh0WLEiw0+7jkWz4EwDKgL99JLI5bhF18jkPAshcAQd3wKoTc43MkxUJGCxuMkEwDplMP/u3c5jz7ZQd9AQEtjkv98uJ/ayjjzmz127uovlomN7nQ5jhRXw/aHNRpdHTkeejZ+QsnE39+3lec3dpHPRwH/6qnDPLehm2/8y/lk0nqJU0qpofJb17H0zmsQAeNHvRFRP4NlsbeTWn8fz5rLS0+CBsZqCU6lLOw3f55lf1tIEEZtWnllCt8PB+dKjGQcgw0tO/bmsDY2ZtJRysZt/Tzw0GHaOwpcuCLNLddVU57RtuJU6Lun1AxnrSVX3oDtDGDNpTAkkQCKs6+j7uo2aSE2bEm6EcSSdALOa4nzcpslCC0t1YZZ1SO7msdWWx3jTa9rAOBD/7yPytoMVZUeBw7m8H1LGFpy2TxhEOJ6DomkC2E4rKZ4aC2He44/FnbX3n5e2Ng9mEhANEdkIBvyk18e4i23NJ1QzEopdbawbgzjGiSIxq4OG0QkUJnM4eZzwOjeXWtBxCKE2CEj5Y1YljQJrR0hP3naZ9dBS9yDS5c7XL3SGZyc3dsX8NXvtfL4s93cfFGOF/7fPt56Sx1b9gQExRFLsZhbnAsRtRdHhlhFr28xJuodsRY6Dg/Q2ZOmqvzEeie+/J2D/OCRw4NlynfszfKLx7v49EfnU1GmH4nHS985pWY4YwxBeS2mrCdakbSEgg8H2oRUQqirDHGKk6+PsNaSLRjK4yH1VXEaKw2NlacW16HOgF378sxbVEYiIfT0+AR+QHdH3+CFPJctMNArxFMOyVSMgf5i4ybC3IbjT+navqsfp0QbksuHvLS1dHUppZQ6m8mSC6D3MGLDkjeWAhzqnHa29jZRkQZTTATCEPK+pS6Tp3PAI+8LhoAQh4rEAE0VKT7zQIFcceqFH8BvXgw43G35w6s8gtByz7272N+axw+im0a/WtvFhi39lDfVcyStESNQHPra318gFnMGeygKhYBkysVaaGvtJZ8LSByjyuBQz27o5YGHDw//XQPo7PH5/kPt/PFtDSf/ZipAkwmlzggtly4lqOxlf/shaJ417LEwtOw/WODFDf00NyfJ+wlm1QW4BIN9FIXAkPR8/IE8j+5K8q1HCiTjcPlyw+XnGsxJdCEfsfb3eRzHofPwALV1CQB6uweGL1xnowbFhlBbm2DPy1ECUF4R49UXx0ocdbjmxgRhifl3nifMnZU86ZiVUupMl8tUMdA3QEryGDu6p9pgCd04Bw6FdPUYqsqjnu1sXri8fAMd3iIavRwF3+LYPJmETzou/HZjDH/EXIpCAOt3htx0kWXTtl7aDvvD9gkC6O71Seey4JW+ZufzAfl89KQwtHS29xIWy56vWpogGT+xWkJfuf9gye1hCM+u79Vk4hRoNSelzgBz33Y9ybIY8smPQi6LDaILbxBYCj7sOWBJlyXo7LG0dwbsOuhisj20hLsxhQGagp202Jd5fHMZ+9otoYW+LPzqxZCHfldipt0JyOYs6fIEHe19dHbkyaQNgV+68kYhH+C4BgQSSZf3vbmCpprjX56WLUwzpyWJO2IBI88VbrmhflxxK6XUmSwMQtqpJcvoD+++NbT61WTDBOl4QE8/vHwAdu6DWL6DZq8dY6M2wXOFeMwQd0NqqzJs328HhyoN5TpwqNOye1+OXGH0DgM5y6JGS8w9WjVqjGnX+HmfwA9xHVg8J8Zdt594F3pr+9hVAst0ft0p0XdPqTNAqqGWbHsP8twW0qaPl7syFKu+fVAAABGtSURBVIKQ7j44cCiq6CQmukC3teVJp13cQj8ZpxNr61lQF/LgzkUl7yqt3Wy55nxL3Isu7+u2DPD1H3bwSqtPedpwyzXlvO6qslFzKs5b6PH4Oo8wSLF3dxdVtaVXzgYwInR15qisSeO6wqKWE7vPISLc95FlfOqLO/ntsx3Y0LJgbooP/vkCaquP37OhlFJnm1RZGbEdm+lLZ9jcP4dl8R0kJI9F2FNoZH12MRkvS39+6BhSy7xEa/G7o9tcE1JRVs79T8Tp7Ct948kPoLpcaK6PEfeEgdzw4bjJuLBiUYI7lqV57MU8rR0h5UnDr1/IIzK48DVhYPELAcYxvOaqct58ffqkfu+muhi7XsmVfOyNN1Wf1LHUcJpMKHUGiDXOpXJpE4fW7sDs28O+nnns74jhlqiEYYHADzGu8IJ/HpemXsQUYhzspOQ6EY6Bzl5oqIJNO7N86mtt5IuTpbv7Qu7/RRf92ZA33zz8DtHi2S4rFnhs2BHN2QitwYu5FPIjFqwQqKxO0tcXkC73xp4cPoayjMv/eP9iCn6I71uSCS0TqJRSY0mmy6g7+Dw9iy8jMC4P914OWEIEAwR+wMvdaeJxCLJhVH1PoCvWwHq3mSB0cY3FdYQVC6p44ClLRy+4rhkcjnSE68CiZkNVRrh4ZRmZtEOu4A8OTzUmKit++QVlxGOG265ODD73Z4914XoOxhjCMBwsIS4iPLk+d9LJxNtvreN/fWkv+REdFBeem+aSlWUn+zaqIXSYk1JnADGGlg/cTbwqTe5z/5c5zS52jMnYIIjAswebuSzxOzzxCQsF6itLf4wPQqgoXrO/8/OuwUTiiFzB8tPHekZtFxHe9foUd74+zYIWF8cI5dVpjGMGSw6KgBdzyBUEMdH2pbPHlwx4rtFEQimljkNEKL/kOqqe/zELg02symyhIdZBrduFKQzQ2e8NzqdLxAxgMWJJlSXxJY5FKISGRc0JRISdByC00UTtZNI5snYqABcsNtxxbXTf2nOFe++Zx+rl6Wg4E3D+sjT3fXg+8djoj6OJuEPgh/iFYNhaRMCYQ2aP5ZLzy3jvO5qpqXSLxxfefksNH3vv7JM+lhpOeyaUOkPE5y5m1X99ifXvfA9VP/oqZv67sGG0WNwga/E8Qy5vuG7WNtziZ283Xc7VKw079gcUhtxY8hxYvUhIxKJjvHJojDGnFrp6R3dxGxHOW+hxzjyXT3ytj44eoaahnHwuquzkus7R9SwcIRWH267SxeaUUmoyxVoWYW94G4Wv38eXk/dQM7cSMcM/EooIxljKvDzLm3sxTvmRRwB4pT2gLDn8Bo7jCKlUdDMrEYNbLx9+zJoqj//x3jkEgeWxxw7yJ++cM2aM58yP8eKW0sOSLl2RKLn9eK65pIKrLy7H9y2ue+Ilz9Wxac+EUmeQyotWcs4Tj9J263tonp3B9QRr7WAvhXEMlVUxLOAQRsOajEOqcR4ttYa3XedQVxEdK+7B5ecaXrPmaGMxq94r/cIClWVj9wq4jvA3b0mxeFa0TyzuEk8eXfFCBF5zeZK/e0eamgq9LCml1GTzGufwoZ73c463Z9RCpkcI8AeLt+CWWJGuuz8k7slgmzGUY4QlLWN/UHdKL689zF23lQ3r5TgiHjO85cax5+Adj4jgeUYTiQmkPRNKnWH2dni4bgHHGOrrk/i+JZ8PcRwhFhOsFawFN8xysFDH0hVzceJRVY8FTYa/utUQWluyHOybbq5k65dahw1pinvC664qw3OPfWGuSBv+6vY0B9sLfOUHPexujRYjWjzH5e2vyVBXqUOUlFLqdDFGuOC8CvZ7LWBB7Oj1h6yFbOiRM2kSI2bVHbnmv/5iwzd/GRLYaLK150AiBtecd2o3hjIpl39+fx2f+XYnO18pIAIrFsb5yzdX4Dh602k60WRCqTOM5wAmutsfhuC6glsczxSGR1Ywhe/vWEJjfYrlJUYVjbWuxNJ5ce7+47piNacCZWnDG64p57WvOvHJaw01Hh++UytnKKXUVHvXrZV87kcFEIprAA2t1RSVF3+8dQkLm4NhqYQRmFMXtSv1lcKfv9bw4k5Le4+lpUY4d44Q8079zn9VucPf/2nNKR9HTS5NJpQ6wyxohGe3GRznSGPAsIXiRKIKGsY4xMcYtXQs5y1OcO8HmiYsXqWUUlMjnTTccZ3Ld5+AfJRTIBK1HdZGw5H2HvC5dJlDW08YPWZhTp1LU9XRj5CphHDZOTps6GylyYRSZ5hkDK5YZnlyS8ihTidKKkYkE/l8QH1NjJXzpixMpZRS08DsWoeyeEBbLgTjDLYXRiAo+HQe6uHcuQ0UAku+YEnEBMdo4qCO0kFnSp2BFjW7vPr8kLgX4BkbLfwjRxKJEGMDVs4XVs2b6kiVUkpNtTtvMrSUF9jyUhsH9/XQ1trLts3tbNrYxptujIaxeo6QThhNJNQo2jOh1BmqrirOn7/asm5ngcc2Wnr7oDwVcOsVceY2JChRnEMppdRZSER4+80pzp1r+PYvujl4wKeuyuVNb6hizbnJqQ5PTXP6cUKpM5jjCKsXxVi9aKojUUopNd2tXpZg9bLxreGgzl46zEkppZRSSik1LppMKKWUUkoppcZFkwmllFJKKaXUuGgyoZRSSimllBoXTSaUUkoppZRS46LJhFJKKaWUUmpcNJlQSimllFJKjYsmE0oppZRSSqlx0WRCKaWUUkopNS6aTCillFJKKaXGRZMJpZRSSiml1LhoMqGUUkoppZQaF00mlFJKKaWUUuMyacmEiCREZK2IvCgiG0XkH4rb/11ENovIBhH5ioh4kxWDUkqp6U/bC6WUmrkms2ciB1xnrT0fWAW8WkQuBf4dWAacBySBd09iDEoppaY/bS+UUmqGcifrwNZaC/QWf/SKX9Za+9Mj+4jIWmDWZMWglFJq+tP2QimlZq5JnTMhIo6IvAC0Ag9Za58e8pgHvAN4cDJjUEopNf1pe6GUUjPTpPVMAFhrA2CViFQC3xeRFdbaDcWHPwf8xlr7WKnnishdwF3FH3MisqHUfjNALdA21UGMk8Y+NTT2qTGTYwdYOtUBnIrxthdnUFsBM/tvUGOfGhr71JjJsU94WyFR7/LkE5GPAX3W2vuK368GbrPWhifw3GettRdNepCTQGOfGhr71NDYp85Mj3+o8bYXM/09mMnxa+xTQ2OfGhr7cJNZzamueIcJEUkCNwCbROTdwM3AW08kkVBKKXVm0/ZCKaVmrskc5tQEfE1EHKKk5b+stT8WER/YDTwpIgDfs9b+4yTGoZRSanrT9kIppWaoyazmtI6oa3rk9vG85hdPPaIpo7FPDY19amjsU2fGxj+B7cWMfQ+KZnL8GvvU0NinhsY+xGmbM6GUUkoppZQ6s0xqaVillFJKKaXUmWtaJRMi8iYR2SgioYhcNGT7jSLyOxFZX/z3uiGPxUTkiyKyRUQ2icjtMyX2Ifv8cCrLGZ5s7CKSEpGfFN/vjSLyyamKvRjPeP5uLixu3yYin5bigOxpFHuNiDwqIr0i8tkRz3lrMfZ1IvKgiNSe/sjHHft0P1/HjH3IPtP1fC0Z+3Q7XyeKthdTYya3F9pWaFsxHtpeHN+0SiaADcBtwG9GbG8DbrHWngf8N+AbQx77O6DVWrsEWA78+nQEWsJ4YkdEbuPoyq9TZTyx32etXUY0zvkKEXnNaYm0tPHE/3mi2vSLi1+vPg1xljJW7Fngo8DdQzeKiAv8C3CttXYlsA74q9MQZyknFXvRdD9fjxX7dD9fjxX7dDpfJ4q2F1NjJrcX2lZMjZncVoC2F8c9Xyd10bqTZa19CWBk4m+tfX7IjxuBhIjErbU54E5gWXG/kClaRGQ8sYtIBng/0YXqv05XrCONI/Z+4NHiPnkReQ6YdZrCHeVk4weqgXJr7ZPF530deCPws9MS8PAYx4q9D3hcRBaNeIoUv9Ii0g6UA9tOQ6ijjCN2mP7n65ixz4DztWTs0+18nSjaXkyNmdxeaFuhbcV4aHtx/PN1uvVMnIjbgeeLF9fK4raPi8hzIvIdEWmYyuCOYzD24s8fBz4F9E9dSCdsZOwAFP8PbgEemZKoTtzQ+FuAvUMe21vcNu1ZawvAXwDrgX1Ed2y+PKVBnaAZeL6ONJPO15Jm0Pk6UbS9mBozub3QtmKKzcBztZSZdL6WdDLn62nvmRCRh4HGEg/9nbX2B8d57rnAPwE3FTe5RBnTb6217xeR9wP3Ae+YwJCHvv6ExS4iq4BF1tq/EZF5ExxqqdefyPf9yHYX+BbwaWvtjomKdYwYJjL+UmNeJ62s2anEXuJYHlEDsRrYAXwG+DDwiVONc4zXm7DYmUHna4ljzZjz9RjHPG3n60TR9kLbi5OlbcXgsbStOAnaXow65kmdr6c9mbDW3jCe54nILOD7wDuttduLm9uJsr7vF3/+DvAnpxzkGCY49suAC0VkF9H/Q72I/Mpae81ExDrSBMd+xBeBrdba/3Oq8R3PBMe/l+HddrOI7txMivHGPoZVxWNuBxCR/wL+dgKPP8wExz4jztcxzIjz9ThO2/k6UbS90PbiZGlbMUjbipOg7cUoJ3W+zohhTsWulp8AH7bW/vbIdmutBX4EXFPcdD3w+9Me4DEcI/bPW2ubrbXzgCuBLZP1hzZeY8VefOwTQAXw36cithNxjPd+P9AjIpdKNJDwncC4svcp8AqwXETqij/fCLw0hfGcsJlwvo5lJpyvxzITzteJou3F1JjJ7YW2FdPLTDhXj2UmnK/HMq7z1Vo7bb6APyC6E5ADDgI/L27/CNAHvDDkq7742FyiWerriMZ1zZkpsQ957jxgw0x534nuzliiC9OR7e+eKfEXH7uIqMrBduCzEC3gOF1iLz62CzhMVA1iL7C8uP3Pi+/9OqILbs0Min1an6/Hin3I49PyfB0r9ul2vk72+3Cc835a//0dK/bp/vc3VuzT6e9vnH8z2lZMTezT4lwdb/xDHp+W5+tYsY/3fNUVsJVSSimllFLjMiOGOSmllFJKKaWmH00mlFJKKaWUUuOiyYRSSimllFJqXDSZUEoppZRSSo2LJhNKKaWUUkqpcdFkQp2xRKR3Eo75BhH52+L3bxSR5eM4xq9E5KKJjk0ppdT4aHuh1PhpMqHUSbDW/tBa+8nij28kqsuslFJKDaPthTpbaDKhzngSuVdENojIehF5S3H7NcW7PveLyCYR+ffiKqeIyGuL2x4XkU+LyI+L2/9YRD4rIpcDbwDuFZEXRGTh0DtIIlIrIruK3ydF5D9FZJ2IfBtIDontJhF5UkSeE5HviEjm9L47SimljtD2QqmT5051AEqdBrcBq4DzgVrgGRH5TfGx1cC5wD7gt8AVIvIs8AXgKmvtThH51sgDWmufEJEfAj+21t4PUGxXSvkLoN9au1JEVgLPFfevJVp59QZrbZ+IfAh4P/CPE/FLK6WUOmnaXih1kjSZUGeDK4FvWWsD4KCI/BpYA3QDa621ewFE5AVgHtHS8justTuLz/8WcNcpvP5VwKcBrLXrRGRdcfulRN3evy02LDHgyVN4HaWUUqdG2wulTpImE+psMOYtICA35PuA6Jw41v7H4nN06GBixGN2jLgesta+dZyvp5RSamJpe6HUSdI5E+ps8BvgLSLiiEgd0Z2ftcfYfxOwQETmFX9+yxj79QBlQ37eBVxY/P4PR7z+HwGIyApgZXH7U0Td5IuKj6VEZMkJ/D5KKaUmh7YXSp0kTSbU2eD7wDrgReCXwD3W2gNj7WytHQDeAzwoIo8DB4GuErv+J/BBEXleRBYC9wF/ISJPEI21PeLzQKbYXX0PxYbJWnsI+GPgW8XHngKWncovqpRS6pRoe6HUSRJrS/WmKXV2E5GMtba3WK3j/wJbrbX/e6rjUkopNb1oe6HOdtozoVRpf1qcYLcRqCCq1qGUUkqNpO2FOqtpz4RSSimllFJqXLRnQimllFJKKTUumkwopZRSSimlxkWTCaWUUkoppdS4aDKhlFJKKaWUGhdNJpRSSimllFLjosmEUkoppZRSalz+P2FPgp1ItFpeAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 936x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13, 8))\n",
    "ax = plt.subplot(1, 2, 1)\n",
    "ax.set_title(\"Training Data\")\n",
    "ax.set_autoscaley_on(False)\n",
    "ax.set_ylim([32, 43])\n",
    "ax.set_autoscalex_on(False)\n",
    "ax.set_xlim([-126, -112])\n",
    "plt.grid()\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')\n",
    "plt.scatter(X_train[\"longitude\"],\n",
    "            X_train[\"latitude\"],\n",
    "            cmap=\"coolwarm\",\n",
    "            c=y_train[\"median_house_value\"] / y_train[\"median_house_value\"].max())\n",
    "\n",
    "ax = plt.subplot(1,2,2)\n",
    "ax.set_title(\"Test Data\")\n",
    "ax.set_autoscaley_on(False)\n",
    "ax.set_ylim([32, 43])\n",
    "ax.set_autoscalex_on(False)\n",
    "ax.set_xlim([-126, -112])\n",
    "plt.grid()\n",
    "plt.xlabel('longitude')\n",
    "plt.ylabel('latitude')\n",
    "plt.scatter(X_test[\"longitude\"],\n",
    "            X_test[\"latitude\"],\n",
    "            cmap=\"coolwarm\",\n",
    "            c=y_test[\"median_house_value\"] / y_test[\"median_house_value\"].max())\n",
    "\n",
    "_ = plt.plot()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们可以看到散点图所呈现出的形状和加州的地图非常相似:\n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从散点图中我们看到房价中位数较高的区域主要集中在加州的西海岸地区(深红色),高房价主要集中在旧金山和洛杉矶这两个城市及其周边。\n",
    "\n",
    "下面我们创建相关系数矩阵热力图来查看特征变量之间的相关性:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "pd.set_option('precision',2)\n",
    "plt.figure(figsize=(10, 8))\n",
    "sns.heatmap(df.drop(['median_house_value'],axis=1).corr(), square=True)\n",
    "plt.suptitle(\"Pearson Correlation Heatmap\")\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上述相关系数矩阵的热力图中可知,total_rooms ,total_bedrooms ,population ,households 这些变量相互之间都呈现出较强的正相关性,这是合理的,例如一个地区的人口数增加，那么该地区的房屋总数、卧室总数，住户数量都会增加,反之亦然。少部分变量呈现较强的负相关，经纬度之间是完全负相关，除此之外其他变量都呈现出教弱的正相关性和较弱的负相关性。\n",
    "\n",
    "然后我们查看特征变量和目标变量之间的相关性："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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80vbHa0sWERERE1b1GvsDkm6n6Pu+OvBKYKk6g0VERMTEVb3GfhtwC8V19S8D++R0fERExPRT9VT8urafqjVJRERETFqlZVtT1CMiIoZD1fXYIyIiYgiksEdERLRI1cFzywBvB9bqfo7tI+qJFREREf2oOnjuR8A84GrgsfrixKQctvIUv968qX29iIgYV9XCvrrtN9aaJCIiIiat6jX2SyVtVGuSiIiImLSqR+xbAXtLuoPiVLwA2964tmQRERExYVUL+5tqTREREREDUbVBzV0Uy7VuX36tUu6LiIiIaaRSYZd0EPAt4Fnl1zclfaDOYBERETFxVU/F7wu83PbDAJI+A/wSOLauYBEjbXTy1I3fvH6v66fstSIiBqnqqHgBT3ZtP1nui4iIiGmk6hH7ScDlkk4rt98KnFhPpIiIiOhXpcJu+2hJF1BMexPFeuy/qjNYRERETNyYhV3STNsPSloVuLP86ty3qu2/1BsvIiIiJmK8I/ZvA9tR9Ih3136V22vXlCsiIiL6MGZht71d+X3O1MSJiIiIyag6j/28KvsiIiKiWeNdY18WWB5YTdIzWDDFbSbwvJqzRURExASNd439vcAHKYr41Swo7A8Cx9WYKyIiIvow3jX2Y4BjJH3AdrrMRURETHNV57EfK2lDYANg2a79X68rWERERExcpcIu6VBgG4rCfibFMq4XAynsERER00jVXvE7Aa8F/mx7H2ATYJnaUkVERERfqvaKf8T2U5LmS5oJ3EOa00QMzM3rv2hKX+9Fv7l5Sl8vIqZO1cJ+laRVgK9QjI7/K3BFbakiIiKiL1UHz72/vPllSWcDM21fV1+siIiI6Md4DWo2G+s+29cMPlJERET0a7wj9qPGuM/AawaYJSJa6rh/+PmUvt7+X86fplh8jdegZtupChIRERGTV3URmOUlfUzSCeX2upK2qzdaRERETFTVeewnAY8Dryy37wb+pZZEERER0beqhX0d20cCTwDYfoQFC8JERETENFG1sD8uaTmKAXNIWgd4rLZUERER0ZeqDWoOBc4G1pD0LWBLYO+6QkVERER/xi3skgT8BngbsAXFKfiDbN9bc7aIiIiYoHELu21L+qHtlwI/mYJMERER0aeq19gvk7R5rUkiIiJi0qoW9m2BX0q6TdJ1kq6XVKlXvKQ3SrpF0q2SDhnl/mUk/Vd5/+WS1qoePyIiIrpVHTz3pn5+uKQlgOOA11PMfb9S0um2b+p62L7A/bZfIGlX4DPAO/p5vYiIiMVdlcFzM4Cf2N6wj5//MuBW27eXP+u7wFuA7sL+FuCw8vb3gS9Ikm338XoRERGLtXFPxdt+Cvi1pNl9/PznA7/v2r673DfqY2zPB+YBz+zjtSIiIhZ7VU/FPxe4UdIVwMOdnbZ3GOd5o3WnG3kkXuUxSNoP2A9g9ux+PmPAnZ/+u76eNzQOm9d0glpdv9f1TUeozYt+c3PTEWrV9tXWjnrH1C6d8Y//9eMpfb27D/nFlL7e6p9+1ZS+3mGHHdaq16pa2A/v8+ffDazRtb068Mcej7lb0pLAysBfRv4g2ycAJwDMnTs3p+kjIiJGUWlUvO0LKZrUrFR+3VzuG8+VwLqS5khaGtgVOH3EY04H9ipv7wT8PNfXIyIi+lN12dZdgCuAnYFdgMsl7TTe88pr5gcA5wA3A9+zfaOkIyR1TuOfCDxT0q3Ah4FFpsRFRERENVVPxX8U2Nz2PQCSZgE/oxjFPibbZwJnjtj3ia7bj1J8YIiIiIhJqtqgZkanqJfum8BzIyIiYopUPWI/W9I5wHfK7XcAZ9UTKSIiIvpVqbDbPljS24CtKKannWD7tFqTRURExISNWdglvQB4tu1LbJ8KnFru31rSOrZvm4qQERHT2VTPK48Yy3jXyT8PPDTK/r+V90VERMQ0Ml5hX8v2Iqu42b4KWKuWRBEREdG38Qr7smPct9wgg0RERMTkjVfYr5T0npE7Je0LXF1PpIiIiOjXeKPiPwicJumdLCjkc4GlgR3rDBYREdPDVC/KEpMzZmG3/T/AKyVtC3TWY/+J7Z/XniwiIiImrOo89vOB82vOEhEREZOUtrAREREtksIeERHRIinsERERLZLCHhER0SIp7BERES2Swh4REdEiKewREREtksIeERHRIinsERERLZLCHhER0SIp7BERES2Swh4REdEiKewREREtksIeERHRIinsERERLZLCHhER0SIp7BERES2Swh4REdEiKewREREtksIeERHRIinsERERLZLCHhER0SIp7BERES2Swh4REdEiKewREREtksIeERHRIinsERERLbJk0wEiIiKadNhhhzUdYaByxB4REdEiKewREREtksIeERHRIinsERERLZLCHhER0SIp7BERES2Swh4REdEiKewREREtksIeERHRIinsERERLZLCHhER0SKy3XSGCZP0v8BdU/iSqwH3TuHrTbU2v782vzfI+xt2eX/Da6rf25q2Z1V54FAW9qkm6Srbc5vOUZc2v782vzfI+xt2eX/Dazq/t5yKj4iIaJEU9oiIiBZJYa/mhKYD1KzN76/N7w3y/oZd3t/wmrbvLdfYIyIiWiRH7BERES2Swh4REdEiKewREREtksI+BklbSdqnvD1L0pymMw2apGdI2rjpHHWQtJyk9ZrOMWiS1pG0THl7G0kHSlql6VxRnaQlJD1P0uzOV9OZoj1S2HuQdCjwz8BHyl1LAd9sLtHgSLpA0kxJqwK/Bk6SdHTTuQZJ0vbAtcDZ5famkk5vNtXA/AB4UtILgBOBOcC3m400OJKOLH8/l5J0nqR7Je3RdK5BkfQB4H+AnwI/Kb9+3GioAZK0vKSPS/pKub2upO2azjUIkl5Y/k7eUG5vLOljTecaKYW9tx2BHYCHAWz/EVip0USDs7LtB4G3ASfZfinwuoYzDdphwMuABwBsXwus1WCeQXrK9nyK39HP2/4Q8NyGMw3SG8rfz+2Au4EXAgc3G2mgDgLWs/1i2xuVX206a3YS8BjwinL7buBfmoszUF+hONh7AsD2dcCujSYaRQp7b4+7mAtoAEkrNJxnkJaU9FxgF1p0pDDCfNvzmg5Rkyck7QbsxYJ/v6UazDNonffyZuA7tv/SZJga/B5o6+8mwDq2j2RB8XsEULORBmZ521eM2De/kSRjWLLpANPY9yQdD6wi6T3Auyk+rbXBEcA5wMW2r5S0NvDbhjMN2g2SdgeWkLQucCBwacOZBmUf4B+Af7V9Rzn2oxWXiUpnSPoN8AjwfkmzgEcbzjRItwMXSPoJxZEtALbbcjnscUnLseCgaB263ueQu7d8P533thPwp2YjLSoNasYg6fXAGyg+bZ5j+6cNR4qKJC0PfJSufz/gk7bbVCBaS9IzgAdtP1n+W860/eemcw1COX5nEbYPn+osdSj/bn4M2AA4F9gS2Nv2BU3mGoTyIOgE4JXA/cAdwB6272wy10gp7OOQNJOuMxttOC1YHuF9gOKac/d726GpTDE+SddTHimMpi3XaSUtAfwdi/5+tuWIFgBJKwG2/demswyapGcCW1B8qL7MdquWbi0vzc6w/VDTWUaTU/E9SHovxSnrR4CnKH5BDazdZK4B+SHFaOozKN5b60g6g0WL4DzgKuD4IT1y74ws3r/8/o3y+zuBv019nNqcQXHq/Xpa+PspaUOKf7tVy+17gXfZvrHRYJMkabMRuzqnqGdLmm37mqnONCiSPtxjPzD9PnTmiL0HSb8FXtG2T5oAki63/fKmc9RJ0jHALOA75a53AH8GlqM4rbtnU9kmS9Iltrccb9+wknRdW84+jEbSpcBHbZ9fbm8D/JvtVzYabJIknV/eXBaYSzGVVsDGwOW2t2oq22R1XT5ZD9gc6Eyd3R64yPbfNxKshxyx93Yb7ToK6nZM+Yt6LgsP3hnaT9SjeIntrbu2z5B0ke2tJQ31kRGwgqStbF8MIOmVQJtmbZwl6Q22z206SE1W6BR1ANsXtGHWje1tASR9F9jP9vXl9obAPzWZbbI64x8knQts1jkFL+kw4JQGo40qhb23jwCXSrqchYvfgc1FGpiNgD2B17DgVKfL7baYVZ7++x1A2dlrtfK+x5uLNRD7Al+VtHK5/QDFrI22uAw4TdIMiilTorgWPbPZWANzu6SPs+BSyh4Ug7DaYv1OUQewfYOkTZsMNECzWfjvx+NMw/4YKey9HQ/8nHZe59sRWNv2sBe4sfwjcLGk2ygKwxyKqVMrACc3mmySbF8NbFIO7FQL5+sfRdHc5Hq381rhu4HDgVMpfjcvopjC2BY3S/pPiimYpvjgcnOzkQbmG8AVkk6jeG87Al9vNtKico29B0mXDvs1r14k/RfwAdv3NJ2lTmU/9fUp/nj+ZkgHzD2t1wCejuk2gKdfks4B3mS7bR+oFwuSlgXeB3QuhV0EfGnY//91lIMEX1VuXmT7V03mGU0Kew+S/hW4i2KEbvep+DZMd7uAYkDLlSz83lo13a28trcBxWAeAGxPu0/XVfWa/9zRonnQX6OYfXIWLWrgIunztj/YY8ZG6/7/tVGvxXo6l/ymixT2HiSNds3Ltod+upukV4+23/aFU52lLmUR3IaisJ8JvImi095OTeaK8bW1gYukl9q+uu3//8q/naN9cGnD387uXhLLUVziu8X2i5tLtagU9sWUpGdTTNsAuKJtp+XL/4CbAL+yvUn5fv/T9vYNR5s0SasDx1J09DJwMXCQ7bsbDTZgbW3gIukg28eMt29Ylc1pOpYFdgZWtf2JhiLVpjwt/17b7206S7csAtNDuWTkgZK+X34dIKkVC21I2gW4guI/3C7A5WXP4zZ5pLxGO78cZHYP7WguBMXqWacDzwOeT3G56KRGEw2QpA0l/Qq4AbhR0tWSptUR0STtNcq+vac6RF1s39f19Qfbn6ddM26eVk4R3nzcB06xjIrv7UsUq0x9sdzes9w3rRoR9OmjwOado/RykY2fAd9vNNVgXSVpFYqFe64G/krxYaYNZtnuLuRfk/TBxtIM3gnAh0c0cPkKRX/uoVWuyLc7MEfS6V13rQTc10yqwRvRgW4GRbOaVix5PWIA6wxgM+B/G4rTUwp7b5vb3qRr++eSft1YmsGaMeLU+3207OyN7feXN78s6WyKbnPXde6X9OIhbuF5r6Q9WNBVbzdaVBhoaQMXitUF/0TRT+Gorv0PAdeN+ozh1P3e5lPM0d+loSyD1v0BZT7wE+AHDWXpKYW9tyclrWP7Nnh6VZ8nG840KGeXU4q6262e2WCeWvVYeekbFJ+2h9G7gS8An6O4xn4p7WpQ08oGLrbvophp84qms9RsX9u3d+8oF55qg5tsL9RpTtLOTLPucxk814Ok11Jct7ydYh70msA+3UcSw0zS24CtKBtk2D6t4UhTStKvbL+k6RyxqHLJ1sPp+v0EDrN9f6PBBkTSFhSDH18ELA0sATzcls56kq6xvdmIfVfbfmlTmQalx3tbZF/TcsTeg+3zJK1L0fS/0+DksXGeNkwuoWjXadpz7XkihvYTbTkm4j0suqxpK47aywJ+YDno8am2jYqnONuyK8VR3lzgXcALGk00AJLWB14MrFweOHTMpKuXxDCS9CbgzcDzJf1H110zKU7JTysp7D1I2h/4Vue6rKRnSNrX9hfHeeq0V46K/yxwAcWHlmMlHWy7TYPn2uxHwC8oBjy25fLQ0yRtRNGms3tZ071s39BosAGyfaukJWw/CZxUrvg27NajWFp4FYpVzzoeovggOsz+SLHk8w4Ug3E7HgI+1EiiMeRUfA+SrrW96Yh9rTh9Ww4CfP3IUfEjBgu2mqTLbG/RdI5+jPa72SZtXda0Q9JFwOuA/6RYSvhPwN5t+f8n6RW2f9l0jjpIWtL2tDtCHylH7L3NkKTOIhSSlqC4HtYGrR8VDyDp+RRjI7pPV19Ufh/Kol76saQ3227rgMe2jorv2JPiuvoBFEd7awBvbzTRAEj6v7aPBHYvp/YtZJhXxpT0Pdu7AL+SNFpXvY0biNVTCntv5wDfk/Rliuux/wCc3WykgWn9qHhJn6F4Xzex4HS1KQZiDSVJD1G8BwH/T9LjFMtGZlnTIVKOjgd4hGKQYFt0VnC7qtEU9Tio/L6Nwvf0AAAQE0lEQVRdoykqyqn4Hsq1oN8LvJbiD+e5FC1JW3FNs+2j4iXdAmzcsgGPi4URo+Kh+DB2+LCPih/RZ3wR0+2oLxYl6TO2/3m8fU1LYV/MlJcUzrH9uqaz1EnSWcDOLRxRjSQB7wTm2P6kpDWA59oe+tkN5e/np20f3HSWQZO05lj3dx3JD7Ueq9fNoziSP36Yl2/tMd3tuun2oSyn4nuQtCVwGAuu0XZOdw51v3HbT0r6m6SVbc9rOk+N/gZcK+k8Fl76c2iv83X5IvAURf/tT1K0yz2OadizeqLK38+hn+88mrYU7gpuB2ax8KW+/wFeSNEaeM+GcvVN0vuA9wNrS+ruErgSxdThaSWFvbcTKQa2XE37phQ9Clwv6afAw52dLSl6HaeXX230ctublQulYPt+SW0Z2AnFAKXTKeZ5d/9+ntpcpMHpGisBxYDcpWhRgxrgJba37to+Q9JFtreWNKxtnL8NnAV8Cjika/9Dtv/STKTeUth7m2f7rKZD1OQn5Vdr2T656Qw1eqI8Zd2ZsTGL4gi+LValmKnRvSKYgVYUdtsLLYgi6a3AyxqKU4dZkmbb/h2ApNkU/fGhGOw5dMqzm/Mo1mVA0rMomu6sKGnFznudLnKNvQdJn6aYknIqC5/KvaaxUFNE0g9sD/X0m7Jr4KeADejqejXsl1IAJL2T4vTmZsDJwE7Ax0b2sI7hMcx9FUaS9Gbgy8BtFJcw51Ccxr4AeE+5jOtQkrQ9cDTFksn3UFyqvdn2tFpWOIW9B0mj9YS37VauK9ytDY14JF0MHEqxUMr2wD4Uv++HNhpsQMr2nZ0ZG+fZvnmcp0x7ko5l7FHjrbhUNKLdamdZ01fbbs3iMJKWAdZnQTvuoR0w161s7vUaioZeL5G0LbCb7f0ajraQnIrvwfa2TWdoUBs+7S1X9vtXOWjpMEm/oCj2Q03SOsAdto8ru7K9XtKfbD/QcLTJ6sx/3pLiTMt/lds7s3Abz2HX3W51PnAn8JZmotTmpSxYy2BjSdj+erORBuIJ2/dJmiFphu3zy54Z00oK+wiS9rD9TUkfHu1+20dPdaboy6NlL4LfSjoA+APwrIYzDcoPgLmSXkDRlvQMisE9b2401SR1xkVI2hvY1vYT5faXKfpItILtfZrOUCdJ3wDWAa5l4eZQbSjsD0hakaK3wrck3UMWgRkKndaVK435qHZT0wEG4IPA8sCBFFPCXgPs1WiiwXnK9vzylO4xto/tjJBviedR/P/rjDZesdzXCpLWBo4BtqAoeL8EPjRyDfMhNhfYwO28zvsWillFH6LoJbEycESjiUaRwj6C7ePL72O2epT0EdufmppUU25adVHqh+0ry5t/pbi+3iZPlL2438WC07pLNZhn0D5NMeWtM87l1RQ9Jdri2xR9B3Yst3elmPP98sYSDdYNwHMoFrdpFdsPd21O25k3GTzXp9E6EE13Y7S07DTfmVbdk/oh6fO2P9ij+xW2d2gg1kBJ2oBi7YJf2v6OpDnAO2x/uuFoAyPpOSwodJfb/nOTeQZJ0uW2Xz5iX5tGxZ8PbApcwcIziob2/96I3gML3cU0XKchhb1PwzhyfHFoaSnppbavlvTq0e63feFUZ4qJ6WqZu7btI8p50M9pQ8tceHoq7QPAdymKxTuAZSiO4pmODU8mIv/3mpfC3qdhPGKPdpB0B6OfjRj6OfoAkr5E2TLX9ovKRWHOtT30LXPh6X+/Xoa+bTWApGezoMXxFSOWiY6a5Rp7/4Z2gJmkLYBjgRdRtLRcgpa0tFxMVtCa23V7WYrpYKs2lKUOrW6Za3tO0xnqJGkX4LMUDWkEHCvpYNvfbzTYYiSFvX/D3OXrCxQDdk6hKBLvAl7QaKLB6ayXvH/5vbOm9zspFoYZerbvG7Hr82VDnk80kacGrW6ZK2kp4H1Ap5/6BRSrnj3RWKjB+iiweecovfz3+xmQwj5FUth7KH8Z38OCJgsA2H53+f3fmkk2GLZvlbREub78SZIubTrTIHTGCUja0vaWXXcdIukSpuHUlImS1H0JqNO5rE3TM/8DOA14tqR/pWyZ22ykgfoSxSyGL5bbe5b7/r6xRIM1Y8Sp9/sofk9jiqSw9/Yj4BcUnzTbtrrb38pTm9dKOpJiWsoK4zxn2KwgaSvbFwNIeiXteY9Hdd3udC7bpZkog2f7W5KupmiZC/DWNrTM7bK57U26tn9etipti7MlncPCy7ae2WCexU4Ke2/L2x76+dw97EnxCfoAikYLawBvG/MZw2df4KuSVqY4pTsPeHezkQZjMWl3vDzF2A8DyzWcZdCelLSO7dvg6YY1rTl4sH2wpLdTtAYWcILt0xqOtVjJqPgeJP0LcKnt1n3SlHSQ7WPG29cGkmZS/J7PazrLoJQfVg5lwTXaC4Ej2vIeJX2CYkDgDygKw1uBU2z/S6PBBkTSa4GTgE6nubWAfWyPtvBUxISlsPdQNiRYgaLBwhNM00YE/Rhtqt4wzssfSznd5t+A59l+U9nU5RW2T2w42qRJ+gFFd69O56s9gU1st+Ksi6SbgZd0VgSTtBxwje0XNZtsMCQtC/wjCy41/BT43LCvgDZsTVzaLKfie7DdpsFIAJRtSHcH5kg6veuumRQDXNrkaxRHRR8tt/+bYrWwoS/swDq23961fbikaxtLM3h3Ukzj6xS6ZSjW9m6LrwMPUqxhALAbxeyNnRtLNABt/Js5rFLYx1A2xliX4o8MALYvai7RpF1KMVBuNRYegPUQcF0jieqzmu3vSfoIQLloSluuYz4yYmDglsAjDWeatK712B8DbpT003L79cDFTWYbsPVGDJ47v2WD56JhKew9SPp74CBgdYrlB7egWIXpNU3mmoxyKthdwCtGdIa62fa0W3pwkh6W9EwWzIXegmIAXRu8Dzi5vNYOcD/tWLmusx771RTT3ToumPootfqVpC1sXwYg6eXAJQ1nihbJNfYeyg5mmwOX2d5U0vrA4bbf0XC0SZO0M/DvLOgM9SqgVZ2hyrnexwIbUlyPngXsZHvoz0xIWoZibvc6wCoUH1hse+jn6Fch6QcjLkUMlXIMwXrA78pds4GbKZrwtGIxpmhWjth7e9T2o5KQtIzt30har+lQA/IxWt4ZyvY15WIU61F8eLmlRZ29fkSxiMg1wB8aztKEYe+l/samA0S7pbD3drekVYAfAj+VdD/wx4YzDUrrO0OVLUnfzILOgW+QhO2jGw02GKvbXpyLw1CfZmzDKooxvaWw92B7x/LmYeX6wisDZzcYaZDOWgw6Q51BMar6elrUZ7x0qaSNbF/fdJCImH5S2EeQNNP2g5K6V8vq/AFdERjqtZJLBo4HtqLsDEUxOLBNVm/btcquleuWBPaRdDvFCPLOPOFWvd8xDO3KihFTIYPnRpD0Y9vbda153f1HpC1rJY/WoOa6NhUGSZ8BzrN9btNZBkXSmmPdv7ic4pX0hjb9u0YMWgr7YkTS+4D3Uww+6m74sRJwie09GglWA0k7At+kGDvQqs6BbdV1RmKRu1i8zkhETEoK+wgjlsRchO1rpirLoJXznp8BfAo4pOuuh2y34RLD08rT1G8Frnd+yYdCzkhEDEYK+wjlQDkous3NBX5NccSwMXC57a2ayhbVlYMD32S7bQPnIiLGlMFzI3SWxJT0XWC/zshjSRsC/9RktpiQPwEXSDqLYoAZQFumu7Va2SXwWOBFwNIUy7c+nMsoEdWksPe2fvd0Its3SNq0yUAxIXeUX0uXXzE8vgDsCpxCcdbsXcALGk0UMURS2Hu7WdJ/UgzAMrAHRdvHGAK2Dx/rfknH2v7AVOWJibF9q6QlbD8JnCTp0qYzRQyLFPbe9qFYbOOgcvsi4EvNxYkB27LpANHT3yQtDVwr6UiKyyorNJwpYmhk8NwYJC0HzLZ9S9NZYrBGm8sf00M5Ov5/KC6hfIii6+Nxttu0JntEbVrVH3yQJO1AsVzr2eX2ppJObzZVxGLhrbYftf2g7cNtfxjYrulQEcMihb23Q4GXUayihe1rKRYUiXZIW9Lpa7S15fee6hARwyrX2Hubb3uelL//LXVM0wFiYZJ2A3YH5ow4OzaTYgXCiKgghb23GyTtDiwhaV3gQCAjc4eEpDNYtD3pPOAq4HjbX5vyUDGeSykGyq0GHNW1/yHgukYSRQyhDJ7rQdLywEeBN5S7zgE+afux3s+K6ULSMcAsFl6a9s/AcsBM23s2lS3GJ+nZwObl5hW272kyT8QwSWHvQdJcisK+FgvObGQhiiEh6SLbW4+2T9KNtl/cVLYYm6SdgX8HLqAYC/Eq4GDb328yV8SwyKn43r5F0UL2BiD9xofPLEmzbf8OQNJsilO8AI83Fysq+BiweecoXdIs4GdACntEBSnsvf2v7TOaDhF9+0fgYkm3URz1zQHeL2kF4ORGk8V4Zow49X4fmcETUVlOxfcg6bXAbsB5LLyIyKmNhYoJkbQMsD5FYf+N7UcbjhQVlN3mNmHh8RHX2f7n5lJFDI8csfe2D0VRWIoFp+INpLAPj5eyYIzExpKw/fVmI0UFBo4HtqL4UHYCsEWjiSKGSI7Ye5B0ve2Nms4R/ZH0DWAdiu6BT5a7bfvA5lJFFaO1+5V0XQauRlSTI/beLpO0ge2bmg4SfZkLbOB8ch0akt4HvB9YW1L3vPWVgEuaSRUxfHLE3oOkmymO+O6guMYuMt1taEg6BTjQ9p+azhLVSFoZeAbwKeCQrrsesv2XZlJFDJ8U9h7KFaYWYfuuqc4SEyfpfGBT4AoWHvy4Q2OhIiKmQAp7tJKkV4+23/aFU50lImIqpbBHRES0SAbPRatIutj2VpIeYuFFYDpjJGY2FC0iYkrkiD0iIqJF0qYxWknSOmXnOSRtI+lASas0nSsiom4p7NFWPwCelPQC4ESKXvHfbjZSRET9UtijrZ6yPR/YEfi87Q8Bz204U0RE7VLYo62ekLQbsBfw43LfUg3miYiYEins0Vb7AK8A/tX2HZLmAN9sOFNERO0yKj4iIqJFMo89WknSHSw8jx0A22s3ECciYsqksEdbze26vSywM7BqQ1kiIqZMTsXHYqPTla7pHBERdcoRe7SSpM26NmdQHMGv1FCciIgpk8IebXVU1+35wJ3ALs1EiYiYOjkVHxER0SKZxx6tJGllSUdLuqr8OkrSyk3nioioWwp7tNVXgYcoTr/vAjwInNRoooiIKZBT8dFKkq61vel4+yIi2iZH7NFWj0h6emqbpC2BRxrMExExJXLEHq0kaVPgZKBzXf1+YC/b1zWXKiKifins0UqSlgF2AtYBVgHmAbZ9RKPBIiJqlnns0VY/Ah4ArgH+0HCWiIgpkyP2aCVJN9jesOkcERFTLYPnoq0ulbRR0yEiIqZajtijVSRdT7Fc65LAusDtwGOAKK6xb9xgvIiI2qWwR6tIWnOs+23fNVVZIiKakMIeERHRIrnGHhER0SIp7BERES2Swh4REdEiKewREREtksIeERHRIv8f3gsB2Klrzv8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_with_median_house_value = df.corr()[\"median_house_value\"].sort_values(ascending=False)\n",
    "plt.figure(figsize=(8,5))\n",
    "plt.ylabel('Correlation with median_house_value')\n",
    "corr_with_median_house_value.drop(\"median_house_value\").plot.bar()\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上图中可以看出收入的中位数(median_income)与我们的目标变量有较强的正相关性，这应该也是合理的，因为收入越高的人买的房子的价格也应该是越高。纬度(latitude)与目标变量呈现较为明显的负相关，这应该也是合理的，因为从之前的散点图上观察可知,加州房价中位数较高的区域位于西海岸的旧金山和洛杉矶这两个城市周围,因此高房价地区应该位于加州的西南部，我们知道在地图上越往北纬度就越高，越往南纬度就越低,因此纬度和房价呈现负相关是合理的。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 合成特征\n",
    "\n",
    "total_rooms 和 population 特征都会统计指定街区的相关总计数据。\n",
    "\n",
    "但是，如果一个街区比另一个街区的人口更密集，会怎么样？我们可以创建一个合成特征（即 total_rooms 与 population 的比例）来探索街区人口密度与房屋价值中位数之间的关系。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[\"rooms_per_person\"] =(df['total_rooms'] / df['population'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "接下来我们使用带有合成特征的新特征集再训练一下我们的XGBoost模型，看看用新特征集以后模型的表现如何"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train r2 score:  0.7468112469688724\n",
      "Test r2 score:  0.7262306354625128\n",
      "Train RMSE: 50.6259\n",
      "Test RMSE: 52.0272\n"
     ]
    }
   ],
   "source": [
    "X = df.loc[:, df.columns !=  'median_house_value'] \n",
    "y = df.loc[:, df.columns == 'median_house_value']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n",
    "y_train=y_train/1000\n",
    "y_test=y_test/1000\n",
    "\n",
    "xgb_model2 = XGBRegressor()\n",
    "xgb_model2.fit(X_train, y_train, verbose=False)\n",
    "\n",
    "y_train_pred2 = xgb_model2.predict(X_train)\n",
    "y_pred2 = xgb_model2.predict(X_test)\n",
    "\n",
    "print('Train r2 score: ', r2_score(y_train_pred2, y_train))\n",
    "print('Test r2 score: ', r2_score(y_pred2,y_test))\n",
    "train_mse2 = mean_squared_error(y_train_pred2, y_train)\n",
    "test_mse2 = mean_squared_error(y_pred2, y_test)\n",
    "train_rmse2 = np.sqrt(train_mse2)\n",
    "test_rmse2 = np.sqrt(test_mse2)\n",
    "print('Train RMSE: %.4f' % train_rmse2)\n",
    "print('Test RMSE: %.4f' % test_rmse2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上面的预测结果来看,使用了新的合成特征以后，test集上的RMSE从之前初步预测的54.1574降到了52.0272 ，新的合成特征集已经其作用了。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 纬度分桶\n",
    "\n",
    "对应经纬度这样数据，在做特征工程时我们需要将它做分桶(分箱)处理,所谓分桶处理就是将经度或维度分解成若干个区间。我们先看一下维度与目标变量的数据分布:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 7))\n",
    "plt.grid()\n",
    "plt.ylabel(\"y_test\")\n",
    "plt.xlabel(\"y_pred\")\n",
    "plt.scatter(y_pred2, y_test)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    17000.00\n",
      "mean        35.63\n",
      "std          2.14\n",
      "min         32.54\n",
      "25%         33.93\n",
      "50%         34.25\n",
      "75%         37.72\n",
      "max         41.95\n",
      "Name: latitude, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0xb2d0978>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df.latitude.describe())\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.grid()\n",
    "plt.xlabel('latitude')\n",
    "plt.ylabel('median_house_value')\n",
    "plt.scatter(df[\"latitude\"], df[\"median_house_value\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从维度的分布上来看，不同的维度对房价中位数较为敏感。因此我们可以将维度分解成若干个区间，这里我们可以将维度分解成32至42之间的10个区间,（例如 latitude_32_to_33、latitude_33_to_34 等）,经过分桶处理以后,维度将以one-hot的形式进行存储。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n"
     ]
    }
   ],
   "source": [
    "X = df.loc[:, df.columns !=  'median_house_value'] \n",
    "y = df.loc[:, df.columns == 'median_house_value']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n",
    "y_train=y_train/1000\n",
    "y_test=y_test/1000\n",
    "\n",
    "\n",
    "LATITUDE_RANGES = zip(range(32, 42), range(33, 43))\n",
    "for r in LATITUDE_RANGES:\n",
    "    X_train[\"lat_%d_to_%d\" % r] = X_train[\"latitude\"].apply(lambda l:1.0 if l>=r[0] and l<r[1] else 0.0)\n",
    "\n",
    "\n",
    "    \n",
    "LATITUDE_RANGES = zip(range(32, 42), range(33, 43))\n",
    "for r in LATITUDE_RANGES:\n",
    "    X_test[\"lat_%d_to_%d\" % r] = X_test[\"latitude\"].apply(lambda l:1.0 if l>=r[0] and l<r[1] else 0.0)\n",
    "\n",
    "X_train = X_train.loc[:,X_train.columns !=  'latitude']    \n",
    "X_test = X_test.loc[:,X_test.columns !=  'latitude']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train r2 score:  0.6579472187313906\n",
      "Test r2 score:  0.6305524032126166\n",
      "Train RMSE: 56.3485\n",
      "Test RMSE: 58.0219\n"
     ]
    }
   ],
   "source": [
    "xgb_model3 = XGBRegressor()\n",
    "xgb_model3.fit(X_train, y_train, verbose=False)\n",
    "\n",
    "y_train_pred3 = xgb_model3.predict(X_train)\n",
    "y_pred3 = xgb_model3.predict(X_test)\n",
    "\n",
    "print('Train r2 score: ', r2_score(y_train_pred3, y_train))\n",
    "print('Test r2 score: ', r2_score(y_pred3,y_test))\n",
    "train_mse3 = mean_squared_error(y_train_pred3, y_train)\n",
    "test_mse3 = mean_squared_error(y_pred3, y_test)\n",
    "train_rmse3 = np.sqrt(train_mse3)\n",
    "test_rmse3 = np.sqrt(test_mse3)\n",
    "print('Train RMSE: %.4f' % train_rmse3)\n",
    "print('Test RMSE: %.4f' % test_rmse3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 我们发现经过对维度进行分桶以后,模型的表现RMSE并未再次降低，反而有所上升。可见对特征进行分桶处理对XGBoost并没有太大的效果。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 对人口分桶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "count    17000.00\n",
      "mean      1429.57\n",
      "std       1147.85\n",
      "min          3.00\n",
      "25%        790.00\n",
      "50%       1167.00\n",
      "75%       1721.00\n",
      "max      35682.00\n",
      "Name: population, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xb2f4a58>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(df.population.describe())\n",
    "df.population.hist()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 绝大部分地区的人口都小于2500，个别地区人口超过35000，于是我们可以采用下面的规则来对人口进行分桶:\n",
    "\n",
    "我们可以将 population 分为以下 3 个分桶：\n",
    "\n",
    "* bucket_0 (< 5000)：对应于人口分布较少的街区\n",
    "* bucket_1 (5000 - 25000)：对应于人口分布适中的街区\n",
    "* bucket_2 (> 25000)：对应于人口分布较多的街区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "d:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n"
     ]
    }
   ],
   "source": [
    "X = df.loc[:, df.columns !=  'median_house_value'] \n",
    "y = df.loc[:, df.columns == 'median_house_value']\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=0)\n",
    "y_train=y_train/1000\n",
    "y_test=y_test/1000\n",
    "\n",
    "for r in ((0,5000),(5000,25000),(25000,40000)):\n",
    "    X_train[\"pop_%d_to_%d\" % r] = X_train[\"population\"].apply(lambda l:1.0 if l>=r[0] and l<r[1] else 0.0)\n",
    "    \n",
    "for r in ((0,5000),(5000,25000),(25000,40000)):\n",
    "    X_test[\"pop_%d_to_%d\" % r] = X_test[\"population\"].apply(lambda l:1.0 if l>=r[0] and l<r[1] else 0.0)\n",
    "    \n",
    "X_train = X_train.loc[:,X_train.columns !=  'population']    \n",
    "X_test = X_test.loc[:,X_test.columns !=  'population']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train r2 score:  0.7420620566580672\n",
      "Test r2 score:  0.719851275863439\n",
      "Train RMSE: 51.0597\n",
      "Test RMSE: 52.5835\n"
     ]
    }
   ],
   "source": [
    "xgb_model4 = XGBRegressor()\n",
    "xgb_model4.fit(X_train, y_train, verbose=False)\n",
    "\n",
    "y_train_pred4 = xgb_model4.predict(X_train)\n",
    "y_pred4 = xgb_model4.predict(X_test)\n",
    "\n",
    "print('Train r2 score: ', r2_score(y_train_pred4, y_train))\n",
    "print('Test r2 score: ', r2_score(y_pred4,y_test))\n",
    "train_mse4 = mean_squared_error(y_train_pred4, y_train)\n",
    "test_mse4 = mean_squared_error(y_pred4, y_test)\n",
    "train_rmse4 = np.sqrt(train_mse4)\n",
    "test_rmse4 = np.sqrt(test_mse4)\n",
    "print('Train RMSE: %.4f' % train_rmse4)\n",
    "print('Test RMSE: %.4f' % test_rmse4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "对人口进行分桶要比对维度进行分桶的效果要好很多,但是RMSE仍然略高于未分桶前的52.0272。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 总结\n",
    "\n",
    "今天我们尝试了几种之前没有使用过的特征工程的方法比如:特征合成和特征分桶。经过试验在我们这个数据集上使用特征合成的方法较为有效,而特征分桶效果并不理想。但这并不能说明特征分桶不是一个好的特征工程的方法，只能说明特征分桶对我们这个数据集或者对XGBoost效果不理想。不过我们可以在其他的数据集或者其他的回归模型上继续尝试特征分桶这个方法，至少在google的机器学习速成课程中使用特征分桶的效果还是挺好的，只不过和XGBoost相比要差一些。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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